Goods & Services

Providing access to a database containing information about healthcare claims and healthcare treatments, including data concerning the use of various types of medical treatments and the cost of medical treatments, for the purposes of measuring treatment efficacy and outcomes, benchmarking performance on pricing and benefits, identifying trends and patterns in healthcare, identifying cost-savings opportunities, and providing information concerning healthcare policy, public health programs, and economic research programs. Creating and maintaining electronic databases for others comprising information about healthcare claims and healthcare treatments, including data concerning the use of various types of medical treatments and the cost of medical treatments, for the purposes of measuring treatment efficacy and outcomes, benchmarking performance on pricing and benefits, identifying trends and patterns in healthcare, identifying cost-savings opportunities, and providing information for others concerning healthcare policy, public health programs, and economic research programs.

Goods & Services

Downloadable software for collecting, organizing, managing, analyzing, and reporting the results of clinical trials, clinical studies, and clinical tests from global trials sites and trial participants. Software as a service (SaaS) and platform as a service (PaaS) providing access to online software for collecting, organizing, managing, analyzing, and reporting the results of clinical trials, clinical studies, and clinical tests from global trials sites and trial participants; deployment services concerning the results of clinical trials, clinical studies, and clinical tests; consulting services concerning clinical trials, clinical studies, and clinical tests; providing information to healthcare professionals concerning clinical trials, clinical studies and clinical tests; providing medical and scientific research information for parties conducting and participating in clinical trials and clinical studies via a web site.

Goods & Services

Downloadable software for collecting, organizing, managing, analyzing, and reporting the results of clinical trials, clinical studies, and clinical tests from global trials sites and trial participants. Software as a service (SaaS) and platform as a service (PaaS) providing access to online software for collecting, organizing, managing, analyzing, and reporting the results of clinical trials, clinical studies, and clinical tests from global trials sites and trial participants; deployment services concerning the results of clinical trials, clinical studies, and clinical tests; consulting services concerning clinical trials, clinical studies, and clinical tests; providing information to healthcare professionals concerning clinical trials, clinical studies and clinical tests; providing medical and scientific research information for parties conducting and participating in clinical trials and clinical studies via a web site.

Goods & Services

Downloadable software for collecting, organizing, managing, analyzing, and reporting the results of clinical trials, clinical studies, and clinical tests from global trials sites and trial participants. Software as a service (SaaS) and platform as a service (PaaS) providing access to online software for collecting, organizing, managing, analyzing, and reporting the results of clinical trials, clinical studies, and clinical tests from global trials sites and trial participants; deployment services concerning the results of clinical trials, clinical studies, and clinical tests; consulting services concerning clinical trials, clinical studies, and clinical tests; providing information to healthcare professionals concerning clinical trials, clinical studies and clinical tests; providing medical and scientific research information for parties conducting and participating in clinical trials and clinical studies via a web site.

Goods & Services

Data science services, namely, conducting business data analysis using machine learning and artificial intelligence to manage healthcare and benefits programs and identify related opportunities for improvement, and business consulting services related thereto; business services provided to the healthcare industry, governments, and employers, namely, the collection, reporting, and analysis of healthcare usage, performance, claims, quality, cost, benchmarks, and benefits data for business purposes and business consulting services related thereto; business data analysis services for the healthcare industry, governments, and employers, namely, a predictive analytical service in the nature of business data analysis service that analyzes healthcare data to aid in member wellness, cost reduction, and related organizational objectives; business consulting and business advisory services using analytic and predictive models applied to healthcare data Performing data-mining services for employers, health plan providers, and governments; medical reporting services in the nature of compilation of medical data for research purposes in the field of medical science Healthcare analytics services in the nature of providing an internet-based database of patient medical information, patient medical records, and patient medical data; medical reporting services, namely, compilation of medical reports in the nature of providing information to employers, health plan providers, and governments concerning overall population health, management of chronic conditions, understanding and controlling specialty drug use and pricing, measuring benefits program performance and return on investment, designing new and optimizing existing health and wellness benefits programs, measuring and addressing social determinants of health, and competitive benchmarking of health benefits programs; medical data analysis in the nature of medical analysis for medical diagnostic and medical treatment purposes; patient medical data analysis in the nature of medical analysis for medical diagnostic and medical treatment purposes; medical consulting services in the field of physical health and mental health and wellness; providing medical information in the nature of patient records and patient data for supporting clinician-determined decision-making; providing medical information, consultancy and advisory services; health care consultancy services

Goods & Services

Data science services, namely, conducting business data analysis using machine learning and artificial intelligence to manage healthcare and benefits programs and identify related opportunities for improvement, and business consulting services related thereto; business services provided to the healthcare industry, governments, and employers, namely, the collection, reporting, and analysis of healthcare usage, performance, claims, quality, cost, benchmarks, and benefits data for business purposes and business consulting services related thereto; business data analysis services for the healthcare industry, governments, and employers, namely, a predictive analytical service in the nature of business data analysis service that analyzes healthcare data to aid in member wellness, cost reduction, and related organizational objectives; business consulting and business advisory services using analytic and predictive models applied to healthcare data Performing data-mining services for employers, health plan providers, and governments; medical reporting services in the nature of compilation of medical data for research purposes in the field of medical science Healthcare analytics services in the nature of providing an internet-based database of patient medical information, patient medical records, and patient medical data; medical reporting services, namely, compilation of medical reports in the nature of providing information to employers, health plan providers, and governments concerning overall population health, management of chronic conditions, understanding and controlling specialty drug use and pricing, measuring benefits program performance and return on investment, designing new and optimizing existing health and wellness benefits programs, measuring and addressing social determinants of health, and competitive benchmarking of health benefits programs; medical data analysis in the nature of medical analysis for medical diagnostic and medical treatment purposes; patient medical data analysis in the nature of medical analysis for medical diagnostic and medical treatment purposes; medical consulting services in the field of physical health and mental health and wellness; providing medical information in the nature of patient records and patient data for supporting clinician-determined decision-making; providing medical information, consultancy and advisory services; health care consultancy services

Abstract

A mechanism is provided in a data processing system comprising a processor and a memory, the memory comprising instructions that are executed by the processor to specifically configure the processor to implement a repetitive portion identification and weighting engine. A machine learning model is trained for weighting repetitive portions of patient electronic medical records (EMRs). A repetitive portion identification component applies a plurality of templates to clinical notes of a patient EMR to identify one or more candidate portions that match at least one of the plurality of templates. A content analysis component performs content analysis on the one or more candidate portions to determine whether each given candidate portion is relevant. A weighting component assigns a relative weight to each given candidate portion based on relevance. A cognitive summary graphical user interface (GUI) generation component generates cognitive summary reflecting at least a subset of the one or more candidate portions of the patient EMR. The mechanism outputs the cognitive summary in a GUI to a user.

IPC Classes  ?

• G01N 30/80 - Fraction collectors
• G01N 30/32 - Control of physical parameters of the fluid carrier of pressure or speed
• G01N 30/60 - Construction of the column

Goods & Services

Downloadable computer software for use in pharmaceutical and medical clinical informational applications. Providing access to computerized databases in the field of medical clinical information. Providing online medical clinical information; online medical information services, namely, dissemination of medical and pharmaceutical information online for use by healthcare providers, healthcare administrators, and patients; providing information to the medical profession via a website pertaining to the fields of medicine and pharmaceuticals; providing medical information for medical professionals and patients via a website.

Abstract

Mechanisms are provided to implement a patient summary generation engine with deduplication of instances of medical concepts. The patient summary generation engine parses a patient electronic medical record (EMR) to extract a plurality of instances of a medical concept, at least two of which utilize different representations of the medical concept. The patient summary generation engine performs a similarity analysis between each of the instances of a medical concept to thereby calculate, for a plurality of combinations of instances of the medical concept, a similarity metric value. The patient summary generation engine clusters the instances of the medical concept based on the calculated similarity metric values for each combination of instances in the plurality of combinations of instances of the medical concept to thereby generate one or more clusters, and select a representative instance of the medical concept from each cluster in the one or more clusters. The patient summary generation engine generates a summary output of the patient EMR comprising the selected representative instances of the medical concept from each cluster.

IPC Classes  ?

• G16H 10/60 - ICT specially adapted for the handling or processing of patient-related medical or healthcare data for patient-specific data, e.g. for electronic patient records
• G16H 15/00 - ICT specially adapted for medical reports, e.g. generation or transmission thereof
• G16H 50/70 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for mining of medical data, e.g. analysing previous cases of other patients
• G16H 70/60 - ICT specially adapted for the handling or processing of medical references relating to pathologies

Abstract

A system and related method exchange medical information with a medical management system. The method comprises receiving, using a processor of a code point resolver, from the medical management system, medical text via a network interface. A code point is a single standardized medical terminology code (SMTC) that corresponds to a medical concept contained within the medical text. The method further applies rule-based logic to process the medical text to form a localized mapping of a text portion of the medical text to a plurality of candidate SMTCs (CSMTCs) that are related to at least one metathesaurus concept entity (MCE) in a metathesaurus, and to determines the code point from the CSMTCs. The method transmits, via the network interface, to the medical management system, the code point.

IPC Classes  ?

• G16H 10/00 - ICT specially adapted for the handling or processing of patient-related medical or healthcare data
• G06F 40/205 - Parsing
• G16H 70/00 - ICT specially adapted for the handling or processing of medical references
• G06F 40/174 - Form fillingMerging
• G06F 40/55 - Rule-based translation
• G06F 40/247 - ThesaurusesSynonyms

Goods & Services

(1) Downloadable software for managing public healthcare programs and public social programs; downloadable software for managing the delivery of government social services and social welfare programs; downloadable software for managing government program eligibility, enrollment and administration (1) Software as a Service (SaaS) and Platform as a Service (PaaS) for managing public healthcare programs and public social programs; Software as a Service (SaaS) and Platform as a Service (PaaS) for managing the delivery of government social services and social welfare programs; Software as a Service (SaaS) and Platform as a Service (PaaS) for managing government program eligibility, enrollment and administration

Goods & Services

Downloadable computer software, namely, medical imaging software to capture, store, retrieve, read, process, manipulate and analyze digital internal images of the human body for use in diagnosing and treating medical conditions and image guided surgery; downloadable computer software, namely, software that permits the user to deliver medical imaging functions over a global computer network or internal corporate computer networks; downloadable computer software, namely, computer platform software in the field of medical imaging to permit the integration of medical imaging functions with other medical imaging software; downloadable computer software for controlling and managing patient medical information; computer hardware device, namely, radiology reader that allows the viewing and manipulation of medical images; instructional manuals for all of the foregoing sold as a unit therewith. Medical device, namely, radiology imaging reader that allows the viewing and manipulation of medical images. Education services, namely, training users of medical imaging software in the use thereof. Providing installation and technical support services, namely, troubleshooting of computer software problems for medical imaging software; computer programming services, namely, the programming of medical imaging software to the specifications of manufacturers or users of diagnostic or surgical medical equipment; computer consulting services, namely, advising manufacturers or users of diagnostic or surgical medical equipment as to their medical imaging needs; computer network services, namely, permitting authorized users to upload medical images to a website and the temporary use of the functions of medical imaging software contained on that website for limited usage; research and development in the field of medical imaging and information management software and healthcare information technology services; providing temporary use of non-downloadable medical imaging software to capture, store, retrieve, read, process, manipulate and analyze digital internal images of the human body for use in diagnosing and treating medical conditions and image guided surgery; providing temporary use of non-downloadable medical imaging software for controlling and managing patient medical information.

Goods & Services

Downloadable computer software, namely, medical imaging software to capture, store, retrieve, read, process, manipulate and analyze digital internal images of the human body for use in diagnosing and treating medical conditions and image guided surgery; downloadable computer software, namely, software that permits the user to deliver medical imaging functions over a global computer network or internal corporate computer networks; downloadable computer software, namely, computer platform software in the field of medical imaging to permit the integration of medical imaging functions with other medical imaging software; downloadable computer software for controlling and managing patient medical information; computer hardware device, namely, radiology reader that allows the viewing and manipulation of medical images; instructional manuals for all of the foregoing sold as a unit therewith. Medical device, namely, radiology imaging reader that allows the viewing and manipulation of medical images. Education services, namely, training users of medical imaging software in the use thereof. Providing installation and technical support services, namely, troubleshooting of computer software problems for medical imaging software; computer programming services, namely, the programming of medical imaging software to the specifications of manufacturers or users of diagnostic or surgical medical equipment; computer consulting services, namely, advising manufacturers or users of diagnostic or surgical medical equipment as to their medical imaging needs; computer network services, namely, permitting authorized users to upload medical images to a website and the temporary use of the functions of medical imaging software contained on that website for limited usage; research and development in the field of medical imaging and information management software and healthcare information technology services; providing temporary use of non-downloadable medical imaging software to capture, store, retrieve, read, process, manipulate and analyze digital internal images of the human body for use in diagnosing and treating medical conditions and image guided surgery; providing temporary use of non-downloadable medical imaging software for controlling and managing patient medical information.

Goods & Services

Downloadable software for managing public healthcare programs and public social programs; downloadable software for managing the delivery of government social services and social welfare programs; downloadable software for managing government program eligibility, enrollment and administration. Software as a Service (SaaS) and Platform as a Service (PaaS) for managing public healthcare programs and public social programs; Software as a Service (SaaS) and Platform as a Service (PaaS) for managing the delivery of government social services and social welfare programs; Software as a Service (SaaS) and Platform as a Service (PaaS) for managing government program eligibility, enrollment and administration.

Abstract

A mechanism is provided in a data processing system to implement an annotator for annotating content using context-based surface forms. The mechanism receives a dictionary data structure of surface forms comprising a plurality of regular expressions and input content. The mechanism compares a given span of text in the input content to each regular expression in the dictionary data structure. Responsive to the given span of text matching a given regular expression, an annotator annotates the span of text with a content indicator corresponding to a content category associated with the dictionary data structure. The mechanism performs a natural language processing operation on the input content based on results of the annotation.

IPC Classes  ?

• G06F 16/332 - Query formulation
• G06F 16/31 - IndexingData structures thereforStorage structures
• G06F 16/33 - Querying
• G06F 16/335 - Filtering based on additional data, e.g. user or group profiles
• G06F 40/169 - Annotation, e.g. comment data or footnotes
• G16H 15/00 - ICT specially adapted for medical reports, e.g. generation or transmission thereof

Goods & Services

(1) Downloadable computer software, namely, medical imaging software to capture, store, retrieve, read, process, manipulate and analyze digital internal images of the human body for use in diagnosing and treating medical conditions and image guided surgery; downloadable computer software, namely, software that permits the user to deliver medical imaging functions over a global computer network or internal corporate computer networks; downloadable computer software, namely, computer platform software in the field of medical imaging to permit the integration of medical imaging functions with other medical imaging software; downloadable computer software for controlling and managing patient medical information; computer hardware device, namely, radiology reader that allows the viewing and manipulation of medical images; instructional manuals for all of the foregoing sold as a unit therewith. (2) Medical device, namely, radiology imaging reader that allows the viewing and manipulation of medical images. (1) Education services, namely, training users of medical imaging software in the use thereof. (2) Providing installation and technical support services, namely, troubleshooting of computer software problems for medical imaging software; computer programming services, namely, the programming of medical imaging software to the specifications of manufacturers or users of diagnostic or surgical medical equipment; computer consulting services, namely, advising manufacturers or users of diagnostic or surgical medical equipment as to their medical imaging needs; computer network services, namely, permitting authorized users to upload medical images to a website and the temporary use of the functions of medical imaging software contained on that website for limited usage; research and development in the field of medical imaging and information management software and healthcare information technology services; providing temporary use of non-downloadable medical imaging software to capture, store, retrieve, read, process, manipulate and analyze digital internal images of the human body for use in diagnosing and treating medical conditions and image guided surgery; providing temporary use of non-downloadable medical imaging software for controlling and managing patient medical information.

Goods & Services

(1) Downloadable software for managing public healthcare programs and public social programs; downloadable software for managing the delivery of government social services and social welfare programs; downloadable software for managing government program eligibility, enrollment and administration. (1) Software as a Service (SaaS) and Platform as a Service (PaaS) for managing public healthcare programs and public social programs; Software as a Service (SaaS) and Platform as a Service (PaaS) for managing the delivery of government social services and social welfare programs; Software as a Service (SaaS) and Platform as a Service (PaaS) for managing government program eligibility, enrollment and administration.

Goods & Services

(1) Downloadable computer software, namely, medical imaging software to capture, store, retrieve, read, process, manipulate and analyze digital internal images of the human body for use in diagnosing and treating medical conditions and image guided surgery; downloadable computer software, namely, software that permits the user to deliver medical imaging functions over a global computer network or internal corporate computer networks; downloadable computer software, namely, computer platform software in the field of medical imaging to permit the integration of medical imaging functions with other medical imaging software; downloadable computer software for controlling and managing patient medical information; computer hardware device, namely, radiology reader that allows the viewing and manipulation of medical images; instructional manuals for all of the foregoing sold as a unit therewith. (2) Medical device, namely, radiology imaging reader that allows the viewing and manipulation of medical images. (1) Education services, namely, training users of medical imaging software in the use thereof. (2) Providing installation and technical support services, namely, troubleshooting of computer software problems for medical imaging software; computer programming services, namely, the programming of medical imaging software to the specifications of manufacturers or users of diagnostic or surgical medical equipment; computer consulting services, namely, advising manufacturers or users of diagnostic or surgical medical equipment as to their medical imaging needs; computer network services, namely, permitting authorized users to upload medical images to a website and the temporary use of the functions of medical imaging software contained on that website for limited usage; research and development in the field of medical imaging and information management software and healthcare information technology services; providing temporary use of non-downloadable medical imaging software to capture, store, retrieve, read, process, manipulate and analyze digital internal images of the human body for use in diagnosing and treating medical conditions and image guided surgery; providing temporary use of non-downloadable medical imaging software for controlling and managing patient medical information.

Goods & Services

(1) Providing access to a database containing information about healthcare claims and healthcare treatments, including data concerning the use of various types of medical treatments and the cost of medical treatments, for the purposes of measuring treatment efficacy and outcomes, benchmarking performance on pricing and benefits, identifying trends and patterns in healthcare, identifying cost-savings opportunities, and providing information concerning healthcare policy, public health programs, and economic research programs. (2) Creating and maintaining electronic databases for others comprising information about healthcare claims and healthcare treatments, including data concerning the use of various types of medical treatments and the cost of medical treatments, for the purposes of measuring treatment efficacy and outcomes, benchmarking performance on pricing and benefits, identifying trends and patterns in healthcare, identifying cost-savings opportunities, and providing information for others concerning healthcare policy, public health programs, and economic research programs.

Goods & Services

(1) Downloadable software for collecting, organizing, managing, analyzing, and reporting the results of clinical trials, clinical studies, and clinical tests from global trials sites and trial participants. (1) Software as a service (SaaS) and platform as a service (PaaS) providing access to online software for collecting, organizing, managing, analyzing, and reporting the results of clinical trials, clinical studies, and clinical tests from global trials sites and trial participants; providing medical and scientific research information for parties conducting and participating in clinical trials and clinical studies via a web site.

Goods & Services

(1) Downloadable software for collecting, organizing, managing, analyzing, and reporting the results of clinical trials, clinical studies, and clinical tests from global trials sites and trial participants. (1) Software as a service (SaaS) and platform as a service (PaaS) providing access to online software for collecting, organizing, managing, analyzing, and reporting the results of clinical trials, clinical studies, and clinical tests from global trials sites and trial participants; providing medical and scientific research information for parties conducting and participating in clinical trials and clinical studies via a web site.

Goods & Services

(1) Downloadable software for collecting, organizing, managing, analyzing, and reporting the results of clinical trials, clinical studies, and clinical tests from global trials sites and trial participants. (1) Software as a service (SaaS) and platform as a service (PaaS) providing access to online software for collecting, organizing, managing, analyzing, and reporting the results of clinical trials, clinical studies, and clinical tests from global trials sites and trial participants; providing medical and scientific research information for parties conducting and participating in clinical trials and clinical studies via a web site.

Abstract

Systems and techniques are disclosed for improvement of machine learning systems based on enhanced training data. An example method includes providing a visual concurrent display of a set of images of features, the features requiring classification by a reviewing user. The user interface is provided to enable the reviewing user to assign classifications to the images, the user interface being configured to create, read, update, and/or delete classifications. The user interface is responsive to the user, with the user response indicating at least two images with a single classification. The user interface is updated to represent the single classification.

IPC Classes  ?

• G06V 10/778 - Active pattern-learning, e.g. online learning of image or video features
• G06F 3/04842 - Selection of displayed objects or displayed text elements
• G06F 18/24 - Classification techniques
• G06F 18/40 - Software arrangements specially adapted for pattern recognition, e.g. user interfaces or toolboxes therefor
• G06F 18/21 - Design or setup of recognition systems or techniquesExtraction of features in feature spaceBlind source separation
• G06V 30/194 - References adjustable by an adaptive method, e.g. learning

Abstract

Methods and systems for rending medical images within a web browser application. The web browser application retrieves a worklist and automatically determines an image study from the worklist to be cached. The web browser application retrieves at least one medical image included in the image study. The web browser application creates a web database for storing the at least one medical image within the browser application. When a user selects a medical image for display within the web browser, the web browser application determines whether the medical image is stored in the web database. When the medical image is stored in the web database, the web browser application retrieves the medical image from the web database. When the medical image is not stored in the web database, the web browser application retrieves the medical image from a remote image repository.

IPC Classes  ?

• G06F 16/00 - Information retrievalDatabase structures thereforFile system structures therefor
• G06F 16/51 - IndexingData structures thereforStorage structures
• G06F 16/54 - BrowsingVisualisation therefor
• G06F 16/957 - Browsing optimisation, e.g. caching or content distillation
• G06F 16/958 - Organisation or management of web site content, e.g. publishing, maintaining pages or automatic linking
• G16H 30/40 - ICT specially adapted for the handling or processing of medical images for processing medical images, e.g. editing

Abstract

Methods and systems of determining relevancy of electronic health records to medical analysis objectives. One system includes an electronic processor configured to access electronic health records and extract medical summary data items from the records. The electronic processor is also configured to determine a set of semantic vectors, where each semantic vector represents a medical summary data item. The electronic processor is also configured to determine a set of anatomical semantic vectors. The electronic processor is also configured to determine a similarity score for each medical summary data item. The electronic processor is also configured to receive a medical study and determine a relevancy score for each medical summary data item, the relevancy score representing a relevancy of each medical summary data item to the medical study. The electronic processor is also configured to generate and transmit a notification to a reviewer of the medical study.

IPC Classes  ?

• G16H 10/60 - ICT specially adapted for the handling or processing of patient-related medical or healthcare data for patient-specific data, e.g. for electronic patient records
• G16H 70/00 - ICT specially adapted for the handling or processing of medical references
• A61B 6/00 - Apparatus or devices for radiation diagnosisApparatus or devices for radiation diagnosis combined with radiation therapy equipment

Abstract

Methods and systems for assigning a medical image study for review. One method includes receiving a plurality of labeled medical image studies and one or more prior image studies of a patient associated with each of plurality of labeled medical image studies. The method also includes creating a set of training data including the plurality of labeled medical image studies and the one or more prior image studies received for each of the plurality of labeled medical image studies and training an artificial intelligence (Al) system using the set of training data. In addition, the method includes estimating, using the Al system as trained, a difficulty metric for an unlabeled medical image study based on the unlabeled medical image study and one or more prior image studies of a patient associated with the unlabeled image study and assigning the unlabeled medical image study for review based on the difficulty metric.

IPC Classes  ?

• G16H 30/00 - ICT specially adapted for the handling or processing of medical images
• G16H 50/70 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for mining of medical data, e.g. analysing previous cases of other patients
• G16H 15/00 - ICT specially adapted for medical reports, e.g. generation or transmission thereof
• G16H 70/60 - ICT specially adapted for the handling or processing of medical references relating to pathologies
• G06F 40/20 - Natural language analysis
• G06N 20/00 - Machine learning

Abstract

Methods and systems for assigning a medical image study for review. One method includes receiving a plurality of labeled medical image studies and one or more prior image studies of a patient associated with each of plurality of labeled medical image studies. The method also includes creating a set of training data including the plurality of labeled medical image studies and the one or more prior image studies received for each of the plurality of labeled medical image studies and training an artificial intelligence (AI) system using the set of training data. In addition, the method includes estimating, using the AI system as trained, a difficulty metric for an unlabeled medical image study based on the unlabeled medical image study and one or more prior image studies of a patient associated with the unlabeled image study and assigning the unlabeled medical image study for review based on the difficulty metric.

IPC Classes  ?

• G06T 7/00 - Image analysis
• G16H 50/20 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems
• G06F 40/20 - Natural language analysis
• G16H 30/40 - ICT specially adapted for the handling or processing of medical images for processing medical images, e.g. editing

Abstract

Methods and systems of determining relevancy of electronic health records to medical analysis objectives. One system includes an electronic processor configured to access electronic health records and extract medical summary data items from the records. The electronic processor is also configured to determine a set of semantic vectors, where each semantic vector represents a medical summary data item. The electronic processor is also configured to determine a set of anatomical semantic vectors. The electronic processor is also configured to determine a similarity score for each medical summary data item. The electronic processor is also configured to receive a medical study and determine a relevancy score for each medical summary data item, the relevancy score representing a relevancy of each medical summary data item to the medical study. The electronic processor is also configured to generate and transmit a notification to a reviewer of the medical study.

IPC Classes  ?

• G16H 10/20 - ICT specially adapted for the handling or processing of patient-related medical or healthcare data for electronic clinical trials or questionnaires
• G16H 10/60 - ICT specially adapted for the handling or processing of patient-related medical or healthcare data for patient-specific data, e.g. for electronic patient records
• G16H 15/00 - ICT specially adapted for medical reports, e.g. generation or transmission thereof
• G16H 30/20 - ICT specially adapted for the handling or processing of medical images for handling medical images, e.g. DICOM, HL7 or PACS

Abstract

Methods and systems for processing medical images. One method includes, in response to startup of an application using an algorithm, creating a server process supporting a programming language associated with the algorithm and loading a plurality of deep learning models used by the algorithm into a memory of the server process to create in-memory models. The method also includes processing a first set of one or more medical images with the server process using the algorithm and at least one model selected from the in-memory models, maintaining the in-memory models in the memory of the server process after processing the first set of one or more medical images, and, in response to a request to process a second set of one or more medical images, processing the second set of one or more medical images using the algorithm and at least one of the in-memory models.

IPC Classes  ?

• G06N 5/04 - Inference or reasoning models
• G06T 7/00 - Image analysis
• G06F 9/455 - EmulationInterpretationSoftware simulation, e.g. virtualisation or emulation of application or operating system execution engines

Abstract

Systems and methods for selectively processing image studies with an artificial intelligence system. One system includes an electronic processor configured to select an image study awaiting review and update a workflow status of the image study to a first status indicating that the image study has been claimed for review by the artificial intelligence system. The electronic processor is also configured to apply at least one of the plurality of rules to the image study to determine whether the image study is applicable for processing by the artificial intelligence system, and, in response to determining the image study is not applicable for processing by the artificial intelligence system based on the at least one of the plurality of rules, update the workflow status associated with the image study to a second status to make the image study available for claiming by a manual reviewer or another artificial intelligence system.

IPC Classes  ?

• G06T 7/00 - Image analysis
• A61B 5/00 - Measuring for diagnostic purposes Identification of persons
• G06N 20/00 - Machine learning
• G16H 30/20 - ICT specially adapted for the handling or processing of medical images for handling medical images, e.g. DICOM, HL7 or PACS
• G16H 30/40 - ICT specially adapted for the handling or processing of medical images for processing medical images, e.g. editing
• G06N 5/022 - Knowledge engineeringKnowledge acquisition

Abstract

A method, computer system, and a computer program product for automated report generation is provided. The present invention may include receiving a plurality of patient images. The present invention may include retrieving relevant data based on an analysis of the plurality of patient images. The present invention may include providing the relevant data to a user, wherein the relevant data provided to the user is in accordance with a relevant medical guideline. The present invention may include monitoring data input to generate a tailored medical report.

IPC Classes  ?

• G16H 15/00 - ICT specially adapted for medical reports, e.g. generation or transmission thereof
• G16H 40/60 - ICT specially adapted for the management or administration of healthcare resources or facilitiesICT specially adapted for the management or operation of medical equipment or devices for the operation of medical equipment or devices
• G16H 50/20 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems

Abstract

Systems and methods for selecting a prior comparison study. One system includes an electronic processor configured to, for a medical image study associated with a patient, select a prior comparison image study. The electronic processor is also configured to automatically determine, based on monitored user interaction with the selected prior comparison image study, a usefulness of the selected prior comparison image study. The electronic processor is also configured to automatically update a selection model based on the usefulness of the prior comparison image study to a user.

IPC Classes  ?

• G06K 9/00 - Methods or arrangements for reading or recognising printed or written characters or for recognising patterns, e.g. fingerprints
• G06T 7/00 - Image analysis
• G16H 30/20 - ICT specially adapted for the handling or processing of medical images for handling medical images, e.g. DICOM, HL7 or PACS

Abstract

Methods and systems of estimating b-values. One system including an electronic processor configured to receive a set of medical images associated with a patient, where the set of medical images are diffusion-weighted images. The electronic processor is also configured to extract a set of patches from each medical image included in the set of medical images. The electronic processor is also configured to determine, via an estimation model trained using machine learning, a set of estimated b-values, where each estimated b-value is associated with a patch included in the set of patches. The electronic processor is also configured to determine a b-value for each of the medical images included in the set of medical images, where the b-value is based on the set of estimated b-values.

IPC Classes  ?

• G06N 3/0442 - Recurrent networks, e.g. Hopfield networks characterised by memory or gating, e.g. long short-term memory [LSTM] or gated recurrent units [GRU]
• G06N 3/044 - Recurrent networks, e.g. Hopfield networks
• G06T 7/00 - Image analysis
• G06T 7/10 - SegmentationEdge detection
• G06V 10/22 - Image preprocessing by selection of a specific region containing or referencing a patternLocating or processing of specific regions to guide the detection or recognition
• G06V 10/764 - Arrangements for image or video recognition or understanding using pattern recognition or machine learning using classification, e.g. of video objects

Abstract

Methods and systems of estimating b-values. One system including an electronic processor configured to receive a set of medical images associated with a patient, where the set of medical images are diffusion-weighted images. The electronic processor is also configured to extract a set of patches from each medical image included in the set of medical images. The electronic processor is also configured to determine, via an estimation model trained using machine learning, a set of estimated b-values, where each estimated b-value is associated with a patch included in the set of patches. The electronic processor is also configured to determine a b-value for each of the medical images included in the set of medical images, where the b-value is based on the set of estimated b-values.

IPC Classes  ?

• A61B 5/00 - Measuring for diagnostic purposes Identification of persons
• A61B 5/055 - Detecting, measuring or recording for diagnosis by means of electric currents or magnetic fieldsMeasuring using microwaves or radio waves involving electronic [EMR] or nuclear [NMR] magnetic resonance, e.g. magnetic resonance imaging
• G16H 50/20 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems
• G16H 30/40 - ICT specially adapted for the handling or processing of medical images for processing medical images, e.g. editing

Abstract

A method, a computer program product, and a computer system retroactively update a record with a new code. The method includes determining the new code that is introduced into a medical coding system. The method includes determining a first patient having a first patient record including the new code. The method includes determining a correlation between the new code and an existing code. The existing code was available prior to the new code being introduced. The method includes determining a second patient having a second patient record including the existing code. The method includes determining whether the second patient is a candidate to have the second patient record retroactively updated with the new code based on a similarity analysis with the first patient. As a result of the second patient being confirmed the candidate, the method includes updating the second patient record with the new code.

IPC Classes  ?

• G16H 10/60 - ICT specially adapted for the handling or processing of patient-related medical or healthcare data for patient-specific data, e.g. for electronic patient records

Abstract

A method and system is provided for radiology peer review feedback and learning using artificial intelligence. The system includes an electronic processor configured to: receive a set of medical imaging exams with reading physician data and at least one peer review score, train a machine learning algorithm to predict a review score from the medical imaging exam and reading physician data, use the trained machine learning algorithm to represent the medical imaging exam and the reading physician data, store a history of medical imaging exams for a reading physician, receive newly-reviewed medical imaging exam data for the reading physician having a feature vector, find similar medical imaging exams in the history of the medical imaging exams by comparing the feature vector of the newly-reviewed medical imaging exam data with the feature vectors for the medical imaging exams for the reading physician, and provide common review feedback to the reading physician.

IPC Classes  ?

• G16H 50/20 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems
• G16H 10/60 - ICT specially adapted for the handling or processing of patient-related medical or healthcare data for patient-specific data, e.g. for electronic patient records
• G16H 15/00 - ICT specially adapted for medical reports, e.g. generation or transmission thereof
• G16H 30/40 - ICT specially adapted for the handling or processing of medical images for processing medical images, e.g. editing

Abstract

A method and system is provided for optimizing radiology peer review exam selection using artificial intelligence. The system includes an electronic processor configured to: receive a set of candidate medical imaging exams with reading physician data, assign the medical imaging exams to at least one peer reviewer, receive peer reviewer data including scores and/or text for the assigned medical imaging exams, update a machine learning algorithm to optimize the assignment of medical imaging exams to the at least one peer reviewer using the received peer reviewer data.

IPC Classes  ?

• G16H 30/20 - ICT specially adapted for the handling or processing of medical images for handling medical images, e.g. DICOM, HL7 or PACS
• G16H 50/20 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems
• G16H 40/20 - ICT specially adapted for the management or administration of healthcare resources or facilitiesICT specially adapted for the management or operation of medical equipment or devices for the management or administration of healthcare resources or facilities, e.g. managing hospital staff or surgery rooms

Abstract

A computer system identifies a medical condition in a patient. A trained machine learning image generator is used to generate a set of training images based on three-dimensional patient imaging data, wherein each training image is labeled with a projection angle of the corresponding two-dimensional projection. Using the set of training images, a machine learning image classifier model is trained to identify patient rotation angles in x-ray images. X-ray images are processed with the machine learning image classifier model to identify patient rotation angles. A machine learning medical condition classifier model is trained to identify a medical condition using the labeled x-ray images. The machine learning medical condition classifier model determines an indication of the medical condition in a patient's x-ray image. Embodiments of the present invention further include a method and program product for identifying a medical condition in a patient in substantially the same manner described above.

IPC Classes  ?

• G06T 7/00 - Image analysis
• G06T 7/70 - Determining position or orientation of objects or cameras
• G06N 3/04 - Architecture, e.g. interconnection topology
• A61B 6/00 - Apparatus or devices for radiation diagnosisApparatus or devices for radiation diagnosis combined with radiation therapy equipment
• A61B 6/03 - Computed tomography [CT]

Goods & Services

Downloadable software for managing public healthcare programs and public social programs; downloadable software for managing the delivery of government social services and social welfare programs; downloadable software for managing government program eligibility, enrollment and administration Software as a Service (SaaS) services featuring software for managing public healthcare programs and public social programs, managing the delivery of government social services and social welfare programs, and managing government program eligibility, enrollment and administration; Platform as a Service (PaaS) featuring computer software platforms for managing public healthcare programs and public social programs, managing the delivery of government social services and social welfare programs, and managing government program eligibility, enrollment and administration

Abstract

Methods and systems are provided for detecting focal lesions in multi-phase or multi-sequence medical imaging studies of medical images. One system includes memory for storing medical images and an electronic processor. The electronic processor is configured to: detect native candidate lesions for first phase computer tomography (CT) scans, detect candidate lesions for second phase CT scans, and project the candidate lesions detected for the first phase CT scans and/or the second phase CT scans on a same common domain. Once the candidate lesions are registered together, the electronic processor performs a matching algorithm for each of the native candidate lesions of the first phase CT scans with the registered candidate lesions from the second phase CT scans to determine presence and contours of valid lesions for the medical images, and to discard candidate lesions that are not acceptable.

IPC Classes  ?

• A61B 6/00 - Apparatus or devices for radiation diagnosisApparatus or devices for radiation diagnosis combined with radiation therapy equipment
• A61B 6/03 - Computed tomography [CT]
• G06T 7/00 - Image analysis
• G06T 7/30 - Determination of transform parameters for the alignment of images, i.e. image registration

Goods & Services

Chemical preparations for pharmaceutical, medical and veterinary purposes; diagnostic preparations for medical and veterinary purposes; drugs for medical purposes; medicines for human and veterinary purposes; pharmaceutical preparations; pharmaceuticals; dietary supplements for humans and animals; medical plasters, materials for medical dressings; disinfectants; fungicides, herbicides; antiseptics. Computers; computer hardware and computer software; computer hardware and computer software for data analytics, information management and data management; adapters for computers; components for computers; data processing equipment; data processing apparatus; semiconductors; machine readable electronic media; magnetic disks; disk drives; tape recorders; calculating machines; cash registers; facsimile machines; video recorders; video tapes; electric batteries; computer chips; circuit boards; computer carrying cases; computer interface boards; computer cables and computer cable parts; computer fax modem cards; computer accessories; power converters; computer mouses; integrated circuit cards and smart cards; integrated circuit adapters and smart card adapters; readers for integrated circuit cards and smart cards; microcomputers; electrical power supplies; projectors; remote controls for computers; surge protectors and uninterrupted power supplies; point of sale terminals; computer servers; computer storage devices; recorded and downloadable computer programs and computer software; software video games; computing operating system software and programs; cloud computing system; recorded or downloadable cloud-computing software for deploying and managing virtual machines to a cloud computing platform; computer systems; documentation and instruction manuals recorded on machine-readable electronic media and relating to computers or computer programs; electronic publications on computer media. Surgical, medical, dental and veterinary apparatus and instruments; artificial limbs, eyes and teeth; orthopedic articles; suture materials; massage apparatus; treatment and support devices adapted for people with disabilities; clothing, headgear and footwear for medical purposes. Advertising; sales promotional services; business management services; business management consulting services; business consulting services; business advisory services; business information services; distribution of prospectuses; distribution of samples; arranging newspaper subscriptions for others; accounting; document reproduction; centralized data processing management; organization of exhibitions for commercial or advertising purpose; business development services; analysis of market research data and statistics; data processing services; arranging and conducting trade show exhibitions; analyzing and compiling business data; systemization of data in computer databases. Education; entertainment; training; providing of training; organization and management of conferences, seminars, events, meetings, classes, webinars, workshops and congresses for cultural or educational purposes; educational services; exhibition services for cultural or educational purposes; production of radio or television programs; sporting and cultural activities; editing of books and journals; shows and films production; leading of cultural or educative purposes exhibitions; booking of seats for shows. Computer programming; software as a service (SaaS) services; computer programming services and computer consulting services; design, installation, updating and maintenance of computer software; computer software and hardware design for others, and consultation services in the field of computers; computer services, namely, designing, creating and maintaining web sites for others; computer systems analysis, database and network integration, computer programming for others all for use in commercial interactions over global computer networks; technical support services, namely, troubleshooting of computer programs and software problems; design of systems for interconnection of computer hardware and software, namely, electronic connection of computers and software to each other; computer software and hardware testing services (quality and technical controls); technical project studies in the field of computer hardware and software; consultancy services in the field of computer hardware, namely, consultancy regarding computing research and development; advice and consulting services relating to use of internet; rental of computers and computer software; scientific and industrial research, namely, research and development of new products, biological research, research in bacteriology, research in chemistry, research in beauty care, research in mechanics, geological research, technical research, pharmaceutical research, scientific research for medical purpose; scientific and technological services as well as research and design relating thereto; scientific and computer programming services; information technology services; technological consultancy services; technical analysis of data using computers; computer systems integrations services; consulting services in the field of design, selection, implementation and use of computer hardware and software systems for others; technical support services, namely, troubleshooting in the nature of diagnosing computer hardware and computer software problems; computer systems design services for others; interconnection of computer hardware and software, namely, integration of computer systems and networks; computer software and hardware testing services, namely, testing of computer software, computers and servers to assure proper functioning; cloud computing services; providing virtual computer systems and virtual computer environments through cloud computing; design and development of computer software for cloud storage of data; cloud hosting provider services; electronic data storage and data recovery services; data security services; computing assistance by programmers; design of computer hardware for computer networks; technical support services, namely, computer hardware problem solving in the nature of diagnosis of computer hardware problems through the use of software; computer services for information management, namely, computer technology consultancy in the field of data management; research, design and development of software for managing data. Medical services; veterinary services; hygienic and beauty care for human beings; hygienic and beauty care for animals; human healthcare services; animal healthcare services; medical analysis services relating to the treatment of human; medical treatment services; medical imaging services; health consultancy services; consulting services in the field of health; provision of health information; consulting services relating to health care; medical diagnosis services; medical testing for diagnostic or treatment purposes.

Goods & Services

Chemical preparations for pharmaceutical, medical and veterinary purposes; diagnostic preparations for medical and veterinary purposes; drugs for medical purposes; medicines for human and veterinary purposes; pharmaceutical preparations; pharmaceuticals; dietary supplements for humans and animals; medical plasters, materials for medical dressings; disinfectants; fungicides, herbicides; antiseptics. Computers; computer hardware and computer software; computer hardware and computer software for data analytics, information management and data management; adapters for computers; components for computers; data processing equipment; data processing apparatus; semiconductors; machine readable electronic media; magnetic disks; disk drives; tape recorders; calculating machines; cash registers; facsimile machines; video recorders; video tapes; electric batteries; computer chips; circuit boards; computer carrying cases; computer interface boards; computer cables and computer cable parts; computer fax modem cards; computer accessories; power converters; computer mouses; integrated circuit cards and smart cards; integrated circuit adapters and smart card adapters; readers for integrated circuit cards and smart cards; microcomputers; electrical power supplies; projectors; remote controls for computers; surge protectors and uninterrupted power supplies; point of sale terminals; computer servers; computer storage devices; recorded and downloadable computer programs and computer software; software video games; computing operating system software and programs; cloud computing system; recorded or downloadable cloud-computing software for deploying and managing virtual machines to a cloud computing platform; computer systems; documentation and instruction manuals recorded on machine-readable electronic media and relating to computers or computer programs; electronic publications on computer media. Surgical, medical, dental and veterinary apparatus and instruments; artificial limbs, eyes and teeth; orthopedic articles; suture materials; massage apparatus; treatment and support devices adapted for people with disabilities; clothing, headgear and footwear for medical purposes. Advertising; sales promotional services; business management services; business management consulting services; business consulting services; business advisory services; business information services; distribution of prospectuses; distribution of samples; arranging newspaper subscriptions for others; accounting; document reproduction; centralized data processing management; organization of exhibitions for commercial or advertising purpose; business development services; analysis of market research data and statistics; data processing services; arranging and conducting trade show exhibitions; analyzing and compiling business data; systemization of data in computer databases. Education; entertainment; training; providing of training; organization and management of conferences, seminars, events, meetings, classes, webinars, workshops and congresses for cultural or educational purposes; educational services; exhibition services for cultural or educational purposes; production of radio or television programs; sporting and cultural activities; editing of books and journals; shows and films production; leading of cultural or educative purposes exhibitions; booking of seats for shows. Computer programming; software as a service (SaaS) services; computer programming services and computer consulting services; design, installation, updating and maintenance of computer software; computer software and hardware design for others, and consultation services in the field of computers; computer services, namely, designing, creating and maintaining web sites for others; computer systems analysis, database and network integration, computer programming for others all for use in commercial interactions over global computer networks; technical support services, namely, troubleshooting of computer programs and software problems; design of systems for interconnection of computer hardware and software, namely, electronic connection of computers and software to each other; computer software and hardware testing services (quality and technical controls); technical project studies in the field of computer hardware and software; consultancy services in the field of computer hardware, namely, consultancy regarding computing research and development; advice and consulting services relating to use of internet; rental of computers and computer software; scientific and industrial research, namely, research and development of new products, biological research, research in bacteriology, research in chemistry, research in beauty care, research in mechanics, geological research, technical research, pharmaceutical research, scientific research for medical purpose; scientific and technological services as well as research and design relating thereto; scientific and computer programming services; information technology services; technological consultancy services; technical analysis of data using computers; computer systems integrations services; consulting services in the field of design, selection, implementation and use of computer hardware and software systems for others; technical support services, namely, troubleshooting in the nature of diagnosing computer hardware and computer software problems; computer systems design services for others; interconnection of computer hardware and software, namely, integration of computer systems and networks; computer software and hardware testing services, namely, testing of computer software, computers and servers to assure proper functioning; cloud computing services; providing virtual computer systems and virtual computer environments through cloud computing; design and development of computer software for cloud storage of data; cloud hosting provider services; electronic data storage and data recovery services; data security services; computing assistance by programmers; design of computer hardware for computer networks; technical support services, namely, computer hardware problem solving in the nature of diagnosis of computer hardware problems through the use of software; computer services for information management, namely, computer technology consultancy in the field of data management; research, design and development of software for managing data. Medical services; veterinary services; hygienic and beauty care for human beings; hygienic and beauty care for animals; human healthcare services; animal healthcare services; medical analysis services relating to the treatment of human; medical treatment services; medical imaging services; health consultancy services; consulting services in the field of health; provision of health information; consulting services relating to health care; medical diagnosis services; medical testing for diagnostic or treatment purposes.

Abstract

Methods and systems are provided for detecting focal lesions in multi-phase or multi-sequence medical imaging studies of medical images. One system includes memory for storing medical images and an electronic processor. The electronic processor is configured to: detect native candidate lesions for first phase computer tomography (CT) scans, detect candidate lesions for second phase CT scans, and project the candidate lesions detected for the first phase CT scans and/or the second phase CT scans on a same common domain. Once the candidate lesions are registered together, the electronic processor performs a matching algorithm for each of the native candidate lesions of the first phase CT scans with the registered candidate lesions from the second phase CT scans to determine presence and contours of valid lesions for the medical images, and to discard candidate lesions that are not acceptable.

IPC Classes  ?

• G06T 7/00 - Image analysis
• A61B 6/03 - Computed tomography [CT]
• G06T 7/30 - Determination of transform parameters for the alignment of images, i.e. image registration
• G06T 7/13 - Edge detection

Goods & Services

Chemical preparations for pharmaceutical, medical and veterinary purposes; diagnostic preparations for medical and veterinary purposes; drugs for medical purposes; medicines for human and veterinary purposes; pharmaceutical preparations; pharmaceuticals; dietary supplements for humans and animals; medical plasters, materials for medical dressings; disinfectants; fungicides, herbicides; antiseptics. Computers; computer hardware and computer software; computer hardware and computer software for data analytics, information management and data management; adapters for computers; components for computers; data processing equipment; data processing apparatus; semiconductors; machine readable electronic media; magnetic disks; disk drives; tape recorders; calculating machines; cash registers; facsimile machines; video recorders; video tapes; electric batteries; computer chips; circuit boards; computer carrying cases; computer interface boards; computer cables and computer cable parts; computer fax modem cards; computer accessories; power converters; computer mouses; integrated circuit cards and smart cards; integrated circuit adapters and smart card adapters; readers for integrated circuit cards and smart cards; microcomputers; electrical power supplies; projectors; remote controls for computers; surge protectors and uninterrupted power supplies; point of sale terminals; computer servers; computer storage devices; recorded and downloadable computer programs and computer software; video games software; computing operating system software and programs; cloud computing system; recorded or downloadable cloud-computing software for deploying and managing virtual machines to a cloud computing platform; computer systems; documentation and instruction manuals recorded on machine-readable electronic media and relating to computers or computer programs; electronic publications on computer media. Surgical, medical, dental and veterinary apparatus and instruments; artificial limbs, eyes and teeth; orthopedic articles; suture materials; massage apparatus; treatment and support devices adapted for people with disabilities; clothing, headgear and footwear for medical purposes. Advertising; sales promotional services; business management services; business management consulting services; business consulting services; business advisory services; business information services; distribution of prospectuses; distribution of samples; arranging newspaper subscriptions for others; accounting; document reproduction; centralized data processing management; organization of exhibitions for commercial or advertising purpose; business development services; analysis of market research data and statistics; data processing services; arranging and conducting trade show exhibitions; analyzing and compiling business data; systemization of data in computer databases; providing information on data management services. Education; entertainment; training; providing of training; organizing and conducting of conferences, seminars, events, meetings, classes, webinars, workshops and congresses for cultural or educational purposes; educational services; exhibition services for cultural or educational purposes; production of radio or television programs; sporting and cultural activities; editing of books and journals; shows and films production; arranging and conducting of exhibitions for cultural or educational purposes; booking of seats for shows. Computer programming; software as a service (SaaS) services; computer programming services; design, installation, updating and maintenance of computer software; computer software and hardware design for others, and consultation services in the field of computers; computer services, namely, designing, creating and maintaining web sites for others; computer systems analysis, database and network integration, computer programming for others all for use in commercial interactions over global computer networks; technical support services, namely, troubleshooting of computer programs and software problems; design of systems for interconnection of computer hardware and software, namely, electronic connection of computers and software to each other; computer software and hardware testing services (quality and technical controls); technical project studies in the field of computer hardware and software; consultancy services in the field of computer hardware, namely, consultancy regarding computing research and development; rental of computers and computer software; scientific and industrial research, namely, research and development of new products, biological research, research in bacteriology, research in chemistry, research in beauty care, research in mechanics, geological research, technical research, pharmaceutical research, scientific research for medical purpose; scientific and technological services as well as research and design relating thereto; scientific computer programming services; information technology (IT) consultancy; technological consultancy services; technical analysis of data using computers; computer systems integrations services; consulting services in the field of design, selection, implementation and use of computer hardware and software systems for others; technical support services, namely, troubleshooting in the nature of diagnosing computer hardware and computer software problems; computer systems design services for others; interconnection of computer hardware and software, namely, integration of computer systems and networks; computer software and hardware testing services, namely, testing of computer software, computers and servers to assure proper functioning; cloud computing services; providing virtual computer systems and virtual computer environments through cloud computing; design and development of computer software for cloud storage of data; cloud hosting provider services; electronic data storage and data recovery services; data security services; computing assistance by programmers; design of computer hardware for computer networks; technical support services, namely, computer hardware problem solving; computer services for information management. Medical services; veterinary services; hygienic and beauty care for human beings; hygienic and beauty care for animals; human healthcare services; animal healthcare services; medical analysis services relating to the treatment of human; medical treatment services; medical imaging services; health consultancy services; consulting services in the field of health; provision of health information; consulting services relating to health care; medical diagnosis services; medical testing for diagnostic or treatment purposes.

Abstract

A medical episode analysis engine is provided. The engine generates a first matrix data structure having an entry for each concept pairing and storing a value representing relatedness weighted according to a temporal weighting function. The engine generates a second matrix data structure by calculating, for each entry in the first matrix, a relatedness measure of the concepts in the concept pairing based on a frequency of occurrence together. The engine generates, for each first concept, a concept embedding, based on the second matrix, that specifies, for each other second concept, a temporally weighted relatedness measure. The engine generates, for each anchor concepts, a corresponding episode definition comprising a plurality of related concepts corresponding to a same episode, based on the concept embedding. The engine processes new input data based on the episode definition data structures to identify instances of corresponding episodes in the new input data.

IPC Classes  ?

• G16H 50/20 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems
• G06F 16/28 - Databases characterised by their database models, e.g. relational or object models
• G16H 10/60 - ICT specially adapted for the handling or processing of patient-related medical or healthcare data for patient-specific data, e.g. for electronic patient records

Goods & Services

Data science services, namely, conducting business data analysis using machine learning and artificial intelligence to manage healthcare and benefits programs and identify related opportunities for improvement, and consulting services related thereto; business services provided to the healthcare industry, governments, and employers, namely, the collection, reporting, and analysis of healthcare data and consulting services related thereto; business data analysis services for the healthcare industry, governments, and employers, namely, a predictive analytical service that analyzes healthcare data to aid in member wellness, cost reduction, and related organizational objectives; business consulting and advisory services using analytic and predictive models applied to healthcare data Performing data-mining services for employers, health plan providers, and governments Healthcare analytics services in the nature of providing an internet-based database of patient medical information, patient medical records, and patient medical data; medical reporting services, namely, compilation of medical reports; medical data analysis for medical diagnostic and medical treatment purposes; patient medical data analysis for medical diagnostic and medical treatment purposes; consulting services in the field of physical health and mental health and wellness; providing medical information, patient records and patient data for supporting clinician-determined decision-making; providing medical information, consultancy and advisory services; health care consultancy services

Goods & Services

Providing access to a database containing information about healthcare claims and healthcare treatments, including data concerning the use of various types of medical treatments and the cost of medical treatments, for the purposes of measuring treatment efficacy and outcomes, benchmarking performance on pricing and benefits, identifying trends and patterns in healthcare, identifying cost-savings opportunities, and providing information concerning healthcare policy, public health programs, and economic research programs Creating and maintaining electronic databases for others comprising information about healthcare claims and healthcare treatments, including data concerning the use of various types of medical treatments and the cost of medical treatments, for the purposes of measuring treatment efficacy and outcomes, benchmarking performance on pricing and benefits, identifying trends and patterns in healthcare, identifying cost-savings opportunities, and providing information for others concerning healthcare policy, public health programs, and economic research programs

Goods & Services

Downloadable computer software for providing medical clinical information, dissemination of medical and pharmaceutical information for use by healthcare providers, healthcare administrators, and patients, and providing information to the medical profession concerning the fields of medicine and pharmaceuticals; downloadable software containing computerized databases in the fields of pharmaceutical and medical clinical information Providing online medical clinical information; online medical information services, namely, medical and pharmaceutical information provided online for use by healthcare providers, healthcare administrators, and patients; providing information to the medical profession via a website pertaining to the fields of medicine and pharmaceuticals; providing an Internet website for medical professionals and medical patients that allows for the exchange of medical information

Goods & Services

Providing access to a database containing information about healthcare claims and healthcare treatments, including data concerning the use of various types of medical treatments and the cost of medical treatments, for the purposes of measuring treatment efficacy and outcomes, benchmarking performance on pricing and benefits, identifying trends and patterns in healthcare, identifying cost-savings opportunities, and providing information concerning healthcare policy, public health programs, and economic research programs Creating and maintaining electronic databases for others comprising information about healthcare claims and healthcare treatments, including data concerning the use of various types of medical treatments and the cost of medical treatments, for the purposes of measuring treatment efficacy and outcomes, benchmarking performance on pricing and benefits, identifying trends and patterns in healthcare, identifying cost-savings opportunities, and providing information for others concerning healthcare policy, public health programs, and economic research programs

Goods & Services

Downloadable software for managing public healthcare programs and public social programs; downloadable software for managing the delivery of government social services and social welfare programs; downloadable software for managing government program eligibility, enrollment and administration Software as a service (SaaS) services featuring software for managing public healthcare programs and public social programs, for managing the delivery of government social services and social welfare programs, and for managing government program eligibility, enrollment and administration

Goods & Services

Downloadable computer software for providing medical clinical information, dissemination of medical and pharmaceutical information for use by healthcare providers, healthcare administrators, and patients, and providing information to the medical profession concerning the fields of medicine and pharmaceuticals; downloadable software containing computerized databases in the fields of pharmaceutical and medical clinical information Providing access to computerized databases in the field of medical clinical information Providing online medical clinical information; online medical information services, namely, medical and pharmaceutical information provided online for use by healthcare providers, healthcare administrators, and patients; providing information to the medical profession via a website pertaining to the fields of medicine and pharmaceuticals; providing an Internet website for medical professionals and medical patients that allows for the exchange of medical information

Goods & Services

Downloadable computer software, namely, medical imaging software to capture, store, retrieve, read, process, manipulate and analyze digital internal images of the human body for use in diagnosing and treating medical conditions and image guided surgery sold as a unit with a printed instructional manual; downloadable computer software, namely, software that permits the user to deliver medical imaging functions over a global computer network or internal corporate computer networks sold as a unit with a printed instructional manual; downloadable computer software, namely, computer platform software in the field of medical imaging to permit the integration of medical imaging functions with other medical imaging software sold as a unit with a printed instructional manual; downloadable computer software for controlling and managing patient medical information sold as a unit with a printed instructional manual Medical device, namely, radiology imaging reader that allows the viewing and manipulation of medical images for medical purposes Education services, namely, training users of medical imaging software in the use thereof Providing installation and technical support services, namely, troubleshooting of computer software problems for medical imaging software; computer programming services, namely, the programming of medical imaging software to the specifications of manufacturers and users of diagnostic and surgical medical equipment; computer consulting services, namely, advising manufacturers and users of diagnostic and surgical medical equipment concerning medical imaging technology; computer network services, namely, providing online non-downloadable software that permits users to upload medical images to a website and use medical imaging software on that website; research and development in the field of medical imaging and information management software and healthcare information technology services; providing temporary use of non-downloadable medical imaging software to capture, store, retrieve, read, process, manipulate and analyze digital internal images of the human body for use in diagnosing and treating medical conditions and image guided surgery; providing temporary use of non-downloadable medical imaging software for controlling and managing patient medical information

Goods & Services

Downloadable computer software, namely, medical imaging software to capture, store, retrieve, read, process, manipulate and analyze digital internal images of the human body for use in diagnosing and treating medical conditions and image guided surgery sold as a unit with a printed instructional manual; downloadable computer software, namely, software that permits the user to deliver medical imaging functions over a global computer network or internal corporate computer networks sold as a unit with a printed instructional manual; downloadable computer software, namely, computer platform software in the field of medical imaging to permit the integration of medical imaging functions with other medical imaging software sold as a unit with a printed instructional manual; downloadable computer software for controlling and managing patient medical information sold as a unit with a printed instructional manual Medical device, namely, radiology imaging reader that allows the viewing and manipulation of medical images for medical purposes Education services, namely, training users of medical imaging software in the use thereof Providing installation and technical support services, namely, troubleshooting of computer software problems for medical imaging software; computer programming services, namely, the programming of medical imaging software to the specifications of manufacturers and users of diagnostic and surgical medical equipment; computer consulting services, namely, advising manufacturers and users of diagnostic and surgical medical equipment concerning medical imaging technology; computer network services, namely, providing non-downloadable software that permits users to upload medical images to a website and use medical imaging software on that website; research and development in the field of medical imaging and information management software and healthcare information technology services; providing temporary use of non-downloadable medical imaging software to capture, store, retrieve, read, process, manipulate and analyze digital internal images of the human body for use in diagnosing and treating medical conditions and image guided surgery; providing temporary use of non-downloadable medical imaging software for controlling and managing patient medical information

Goods & Services

Downloadable computer software, namely, medical imaging software to capture, store, retrieve, read, process, manipulate and analyze digital internal images of the human body for use in diagnosing and treating medical conditions and image guided surgery sold as a unit with a printed instructional manual; downloadable computer software, namely, software that permits the user to deliver medical imaging functions over a global computer network or internal corporate computer networks sold as a unit with a printed instructional manual; downloadable computer software, namely, computer platform software in the field of medical imaging to permit the integration of medical imaging functions with other medical imaging software sold as a unit with a printed instructional manual; downloadable computer software for controlling and managing patient medical information sold as a unit with a printed instructional manual Medical device, namely, radiology imaging reader that allows the viewing and manipulation of medical images for medical purposes Education services, namely, training users of medical imaging software in the use thereof Providing installation and technical support services, namely, troubleshooting of computer software problems for medical imaging software; computer programming services, namely, the programming of medical imaging software to the specifications of manufacturers and users of diagnostic and surgical medical equipment; computer consulting services, namely, advising manufacturers and users of diagnostic and surgical medical equipment concerning medical imaging technology; computer network services, namely, providing non-downloadable software that permits users to upload medical images to a website and use medical imaging software on that website; research and development in the field of medical imaging and information management software and healthcare information technology services; providing temporary use of non-downloadable medical imaging software to capture, store, retrieve, read, process, manipulate and analyze digital internal images of the human body for use in diagnosing and treating medical conditions and image guided surgery; providing temporary use of non-downloadable medical imaging software for controlling and managing patient medical information

Abstract

Methods and systems for training a model using machine learning for automatically distributing medical imaging studies to radiologists. One method includes receiving one or more medical images included in a medical study, each of the one or more medical images including image metadata defining characteristics of the corresponding medical image. The method further includes receiving radiologist metadata for each one of the plurality of radiologists, generating a state representation of the image metadata and the radiologist metadata, and providing the state representation to the model. The method further includes assigning, with the model, at least one of the one or more medical images to one of the plurality of radiologists, calculating feedback based on a change in the state representation after the at least one of the one or more medical images is assigned to one of the plurality of radiologists, and adjusting the model based on the feedback.

IPC Classes  ?

• G16H 30/40 - ICT specially adapted for the handling or processing of medical images for processing medical images, e.g. editing
• G06N 20/00 - Machine learning
• G16H 30/20 - ICT specially adapted for the handling or processing of medical images for handling medical images, e.g. DICOM, HL7 or PACS
• G06K 9/62 - Methods or arrangements for recognition using electronic means

Abstract

Systems and computer-implemented methods of performing image registration. One method includes receiving a first image and a second image acquired from a patient at different times and, in each of the first image and the second image, detecting an upper boundary of an imaged object in an image coordinate system and detecting a lower boundary of the imaged object in the image coordinate system. The method further includes, based on the upper boundary and the lower boundary of each of the first image and the second image, cropping and padding at least one of the first image and the second image to create an aligned first image and an aligned second image and executing a registration model on the aligned first image and the aligned second image to compute a deformation field between the aligned first image and the aligned second image.

IPC Classes  ?

• G06T 7/33 - Determination of transform parameters for the alignment of images, i.e. image registration using feature-based methods
• G06N 20/00 - Machine learning
• G06T 7/13 - Edge detection
• G16H 30/40 - ICT specially adapted for the handling or processing of medical images for processing medical images, e.g. editing

Goods & Services

Downloadable software for collecting, organizing, managing, analyzing, and reporting the results of clinical trials, clinical studies, and clinical tests from global trials sites and trial participants Business services provided to professionals in the healthcare industry, namely, the collection, reporting, and analysis of healthcare data regarding clinical trials, clinical studies, and clinical tests, for business purposes; consulting services concerning the business of conducting clinical trials, clinical studies, and clinical tests; providing a website featuring business information for parties conducting and participating in clinical trials and clinical studies Software as a service (SaaS) services featuring software for collecting, organizing, managing, analyzing, and reporting the results of clinical trials, clinical studies, and clinical tests from global trials sites and trial participants; platform as a service (PaaS) featuring computer software platforms for collecting, organizing, managing, analyzing, and reporting the results of clinical trials, clinical studies, and clinical tests from global trials sites and trial participants; providing an interactive website featuring technology that allows users to collect, organize, manage, analyze, and report the results of clinical trials, clinical studies, and clinical tests from global trials sites and trial participants; Software as a service (SaaS) services featuring software for delivering and accessing data through web applications, APIs, and other electronic data delivery systems concerning the results of clinical trials, clinical studies, and clinical tests; consulting services concerning clinical trials, clinical studies, and clinical tests; providing an internet website for medical professionals featuring clinical studies information relating to clinical trials, clinical studies, and clinical tests; providing a website featuring information, namely, providing medical and scientific research information in the field of clinical trials for parties conducting and participating in clinical trials and clinical studies Providing healthcare professionals with healthcare data concerning medical clinical trials, clinical studies, and clinical tests

Goods & Services

Downloadable software for collecting, organizing, managing, analyzing, and reporting the results of clinical trials, clinical studies, and clinical tests from global trials sites and trial participants Business services provided to professionals in the healthcare industry, namely, the collection, reporting, and analysis of healthcare data regarding clinical trials, clinical studies, and clinical tests, for business purposes; consulting services concerning the business of conducting clinical trials, clinical studies, and clinical tests; providing a website featuring business information for parties conducting and participating in clinical trials and clinical studies Software as a service (SaaS) services featuring software for collecting, organizing, managing, analyzing, and reporting the results of clinical trials, clinical studies, and clinical tests from global trials sites and trial participants; platform as a service (PaaS) featuring computer software platforms for collecting, organizing, managing, analyzing, and reporting the results of clinical trials, clinical studies, and clinical tests from global trials sites and trial participants; providing an interactive website featuring technology that allows users to collect, organize, manage, analyze, and report the results of clinical trials, clinical studies, and clinical tests from global trials sites and trial participants; Software as a service (SaaS) services featuring software for delivering and accessing data through web applications, APIs, and other electronic data delivery systems concerning the results of clinical trials, clinical studies, and clinical tests; consulting services concerning clinical trials, clinical studies, and clinical tests; providing an internet website for medical professionals featuring clinical studies information relating to clinical trials, clinical studies, and clinical tests; providing a website featuring information, namely, providing medical and scientific research information in the field of clinical trials for parties conducting and participating in clinical trials and clinical studies Providing healthcare professionals with healthcare data concerning medical clinical trials, clinical studies, and clinical tests

Goods & Services

Downloadable software for collecting, organizing, managing, analyzing, and reporting the results of clinical trials, clinical studies, and clinical tests from global trials sites and trial participants Business services provided to professionals in the healthcare industry, namely, the collection, reporting, and analysis of healthcare data regarding clinical trials, clinical studies, and clinical tests, for business purposes; consulting services concerning the business of conducting clinical trials, clinical studies, and clinical tests; providing a website featuring business information for parties conducting and participating in clinical trials and clinical studies Software as a service (SaaS) services featuring software for collecting, organizing, managing, analyzing, and reporting the results of clinical trials, clinical studies, and clinical tests from global trials sites and trial participants; platform as a service (PaaS) featuring computer software platforms for collecting, organizing, managing, analyzing, and reporting the results of clinical trials, clinical studies, and clinical tests from global trials sites and trial participants; providing an interactive website featuring technology that allows users to collect, organize, manage, analyze, and report the results of clinical trials, clinical studies, and clinical tests from global trials sites and trial participants; Software as a service (SaaS) services featuring software for delivering and accessing data through web applications, APIs, and other electronic data delivery systems concerning the results of clinical trials, clinical studies, and clinical tests; consulting services concerning clinical trials, clinical studies, and clinical tests; providing an internet website for medical professionals featuring clinical studies information relating to clinical trials, clinical studies, and clinical tests; providing a website featuring information, namely, providing medical and scientific research information in the field of clinical trials for parties conducting and participating in clinical trials and clinical studies Providing healthcare professionals with healthcare data concerning medical clinical trials, clinical studies, and clinical tests

Abstract

In an approach for building a machine learning model with a flexible prediction horizon, a processor gathers statistical data related to a disease from one or more regional sources. A processor clusters the statistical data according to a plurality of localized regional source similarity criteria and a plurality of region criteria. A processor builds a plurality of training models based on the clustered statistical data. A processor builds a plurality of feature vectors based on the plurality of localized regional source similarity criteria and the plurality of region criteria. A processor trains the plurality of training models separately against the plurality of feature vectors. A processor selects a best performing training model for each of the plurality of localized regional source similarity criteria and the plurality of region criteria based on a performance criterion. A processor tests the best performing training model to predict one or more future outcomes.

IPC Classes  ?

• G16H 50/80 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for detecting, monitoring or modelling epidemics or pandemics, e.g. flu
• G06N 20/00 - Machine learning
• G16H 50/70 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for mining of medical data, e.g. analysing previous cases of other patients
• G16H 50/20 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems
• G16H 40/20 - ICT specially adapted for the management or administration of healthcare resources or facilitiesICT specially adapted for the management or operation of medical equipment or devices for the management or administration of healthcare resources or facilities, e.g. managing hospital staff or surgery rooms

Abstract

Mechanisms are provided for hyperlocal prediction of epidemic dynamics and risks. Regional machine learning training is performed on an infectious disease computer model at least by: receiving first case report data; pre-processing the first case report data to remove noise at least by applying a smoothening algorithm to form first smoothed data; aggregating the first smoothed data into regional data, wherein aggregating the first smoothed data comprises correlating the first smoothed data to a target region corresponding to a population; and training the model using the regional data. The trained model is executed on new second case report data for the target region and automatic monitoring of performance of the model is performed according to a prediction accuracy of the model. In response to the prediction accuracy being below a predetermined threshold, automatic retraining is initiated.

IPC Classes  ?

• G16H 50/80 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for detecting, monitoring or modelling epidemics or pandemics, e.g. flu
• G16H 50/20 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems
• G16H 50/70 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for mining of medical data, e.g. analysing previous cases of other patients
• G16H 70/60 - ICT specially adapted for the handling or processing of medical references relating to pathologies
• G06N 20/00 - Machine learning
• G06F 40/289 - Phrasal analysis, e.g. finite state techniques or chunking

Abstract

Mechanisms are provided to hypothetical scenario evaluations with regard to infectious disease dynamics based on similar regions. A user definition of a hypothetical scenario for a target region is received which specifies scenario features affecting an infectious disease spread amongst a population within the target region. Other predefined regions, in the set of predefined regions, having similar region characteristics to the target region are identified and attributes of the other predefined regions corresponding to the scenario features are identified. Modified model parameter(s) for an infectious disease computer model are derived based on the identified attributes. An instance of the infectious disease computer model is configured with the modified model parameter(s) and the instance is executed on case report data for the target region to generate a prediction for an infectious disease spread in the target region according to the hypothetical scenario, which is then output.

IPC Classes  ?

• G16H 50/80 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for detecting, monitoring or modelling epidemics or pandemics, e.g. flu
• G06F 40/40 - Processing or translation of natural language
• G16H 15/00 - ICT specially adapted for medical reports, e.g. generation or transmission thereof
• G16H 50/20 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems

Abstract

Mechanisms are provided for performing automated monitoring and retraining of infectious disease computer models. A trained infectious disease computer model is executed on case report data for a target region to generate prediction results predicting a state of an infectious disease spread within the target region for a given time. The prediction results generated by the trained infectious disease computer model are automatically compared to ground truth data to determine a deviation between the prediction results and the ground truth data. The ground truth data comprises at least one of actual case report data collected and reported by source computing systems for the given time, or a previous prediction result generated by the trained infectious disease computer model. Statistical test(s) are applied to the deviation to determine if it is statistically significant, and if so, re-training of the trained infectious disease computer model is automatically initiated.

IPC Classes  ?

• G16B 40/20 - Supervised data analysis
• G16H 50/50 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for simulation or modelling of medical disorders
• G16B 50/30 - Data warehousingComputing architectures
• G16B 5/20 - Probabilistic models

Abstract

Methods and systems of generating pseudo lesion masks. One system includes an electronic processor configured to receive an annotated medical image, the annotated medical image including a bounding box annotation positioned around at least one lesion of the medical image. The electronic processor is also configured to generate, using a ground truth generator, a pseudo-mask candidate, the pseudo-mask candidate representing a pseudo lesion mask for the at least one lesion of the medical image. The electronic processor is also configured to train a segmentation model using the pseudo-mask candidate as ground truth.

IPC Classes  ?

• G06K 9/62 - Methods or arrangements for recognition using electronic means
• G06T 7/00 - Image analysis
• G06T 7/11 - Region-based segmentation
• G06T 7/13 - Edge detection
• G06N 3/04 - Architecture, e.g. interconnection topology
• G06N 3/08 - Learning methods

Abstract

Methods and systems for training computer-aided condition detection systems. One method includes receiving a plurality of images for a plurality of patients, some of the images including an annotation associated with a condition; iteratively applying a first deep learning network to each of the images to produce an attention map, a feature map, and an image-level probability of the condition for each of the images; iteratively applying a second deep learning network to each feature map produced by the first network to produce a plurality of outputs; training the first network based on the attention map produced for each image; and training the second network based on the output produced for each of the patients. The second network includes a plurality of convolution layers and a plurality of convolutional long short-term memory (LSTM) layers. Each of the outputs includes a patient-level probability of the condition for one of the patients.

IPC Classes  ?

• G06T 7/00 - Image analysis
• G16H 50/20 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems
• G16H 30/40 - ICT specially adapted for the handling or processing of medical images for processing medical images, e.g. editing
• G06F 18/21 - Design or setup of recognition systems or techniquesExtraction of features in feature spaceBlind source separation

Abstract

Mechanisms are provided to adapt computer modeling of an infectious disease based on noisy data and perform hyperlocal prediction of infectious disease dynamics and risks. Case report data is received and a trained background noise computer model is applied to generate first prediction results predicting infectious disease dynamics. The trained background noise computer model is trained to model infectious disease dynamics assuming that there is no community spread of the infectious disease. A first error measure of the first prediction results is determined and, in response to the first error measure being lower than a threshold value, the first prediction results are selected to output as predicted infectious disease dynamics. In response to the first error measure being equal/greater than the threshold value, second prediction results are selected. The second prediction results are generated by applying a trained infectious disease computer model to the received case report data.

IPC Classes  ?

• G16H 50/50 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for simulation or modelling of medical disorders
• G16H 50/20 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems
• G16H 15/00 - ICT specially adapted for medical reports, e.g. generation or transmission thereof

Abstract

A candidate generator generates a set of candidate three-dimensional image patches from an input volume. A candidate classifier classifies the set of candidate three-dimensional image patches as containing or not containing disease. Classifying the set of candidate three-dimensional image patches comprises generating an attention mask for each given candidate three-dimensional image patch within the set of candidate three-dimensional image patches to form a set of attention masks, applying the set of attention masks to the set of candidate three-dimensional image patches to form a set of masked image patches, and classifying the set of masked image patches as containing or not containing the disease. The candidate classifier applies soft attention and hard attention to the three-dimensional image patches such that distinctive image regions are highlighted proportionally to their contribution to classification while completely removing image regions that may cause confusion.

IPC Classes  ?

• G06T 7/00 - Image analysis
• G06F 18/2433 - Single-class perspective, e.g. one-against-all classificationNovelty detectionOutlier detection
• G06N 3/045 - Combinations of networks
• G06N 3/08 - Learning methods
• G06T 7/11 - Region-based segmentation
• G06V 10/34 - Smoothing or thinning of the patternMorphological operationsSkeletonisation
• G16H 30/20 - ICT specially adapted for the handling or processing of medical images for handling medical images, e.g. DICOM, HL7 or PACS
• G16H 30/40 - ICT specially adapted for the handling or processing of medical images for processing medical images, e.g. editing
• G16H 50/20 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems

Abstract

Mechanisms are provided for compartmental epidemiological computer modeling based on mobility data. Machine learning training of an isolation rate prediction computer model is performed to generate a trained isolation rate prediction model that predicts an isolation rate of a biological population. Isolation data is received which comprises data indicating a measure of mobility of the biological population. The trained isolation rate prediction model is executed on input features extracted from the isolation data to generate a predicted isolation rate. A compartmental epidemiological computer model, comprising a plurality of compartments representing states of a population with regard to an infectious disease, is executed to simulate a progression of the infectious disease and flows of portions of the population from between compartments in the compartmental epidemiological computer model are controlled based on the predicted isolation rate.

IPC Classes  ?

• G06Q 30/00 - Commerce
• G06N 20/00 - Machine learning
• G16H 50/50 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for simulation or modelling of medical disorders
• G16H 50/80 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for detecting, monitoring or modelling epidemics or pandemics, e.g. flu

Abstract

A mechanism is provided in a computing device for pandemic community tokenization tracing. The mechanism determines whether a user of the computing device has symptoms of an infectious disease based on readings from one or more sensors. The mechanism generates a symptomatic pandemic token in response to determining the user has symptoms of the infectious disease. The mechanism transmits the symptomatic pandemic token from the computing device to a central data processing system for analysis and broadcasts the symptomatic pandemic token via a short distance communication component of the computing device.

IPC Classes  ?

• G16H 50/80 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for detecting, monitoring or modelling epidemics or pandemics, e.g. flu
• G16H 70/60 - ICT specially adapted for the handling or processing of medical references relating to pathologies

Abstract

A system and method for segmenting text by receiving a machine learning (ML) model for language processing, receiving segmentable text including properly joined segments, separating properly joined segments of the text into separate segments, generating positive segment pairs including properly joined segments, generating negative sentence fragment pairs including a first segment and a second segment, where the first segment and the second segment are not properly joined, and training the ML model using the positive segment pairs and the negative segment pairs, and a contrastive self-supervised learning framework training objective loss function.

IPC Classes  ?

• G06N 20/20 - Ensemble learning
• G06K 9/62 - Methods or arrangements for recognition using electronic means
• G06F 40/205 - Parsing

Abstract

A mechanism is provided in a data processing system comprising at least one processor and at least one memory, the at least one memory comprising instructions executed by the at least one processor to cause the at least one processor to implement a healthcare analytics management system. A healthcare analytics development sub-system of the healthcare analytics management system develops an analytics pipeline of a set of analytics assets for a selected healthcare based on a set of business needs for a healthcare analytics client and a healthcare analytics model based on the set of analytics assets and the set of business needs. The healthcare analytics model links to the analytics pipeline. A model deployment module of a healthcare analytics operation sub-system of the healthcare analytics management system deploys the healthcare analytics model on a set of computing devices of the selected healthcare consumer. Responsive to a model monitoring module of the healthcare analytics operation sub-system detecting a performance deviation of the deployed healthcare analytics model for performance deviation from the set of business needs for the healthcare analytics client, a model feedback module of the healthcare analytics operation sub-system determines improvement needs for the healthcare analytics model. The model feedback module feeds the improvement needs back to the healthcare analytics development sub-system. The healthcare analytics development sub-system customizes the healthcare analytics model based on the improvement needs.

IPC Classes  ?

• G16H 40/20 - ICT specially adapted for the management or administration of healthcare resources or facilitiesICT specially adapted for the management or operation of medical equipment or devices for the management or administration of healthcare resources or facilities, e.g. managing hospital staff or surgery rooms
• G16H 50/70 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for mining of medical data, e.g. analysing previous cases of other patients
• G16H 70/20 - ICT specially adapted for the handling or processing of medical references relating to practices or guidelines

Abstract

A mechanism is provided in a data processing system to implement a model pipeline for predicting changes in disease transmission rate using a spatial temporal epidemiological model. The mechanism receives input data comprising disease case data for a disease and mobility data and prepares the input data to generate a training dataset, a validation dataset, and a test dataset. A feature selection module performs feature selection on the input data to select a first set of features for a binary classification computer model, a second set of features for a three-level classification computer model, and a third set of features for a regression computer model. The mechanism determines a future predicted transmission rate value for the subsequent time period using the binary classification computer model, the three-level classification computer model, and the regression computer model and generates disease projections for the subsequent time period based on the future predicted transmission rate value and the spatial temporal epidemiological model.

IPC Classes  ?

• G16H 50/80 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for detecting, monitoring or modelling epidemics or pandemics, e.g. flu
• G06N 20/20 - Ensemble learning
• G06N 5/04 - Inference or reasoning models
• G16H 50/20 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems
• G16H 50/70 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for mining of medical data, e.g. analysing previous cases of other patients

Abstract

Mechanisms are provided to perform selective deep parsing of natural language content. A targeted deep parse natural language processing system is configured to recognize one or more triggers that specify elements within natural language content that indicate a portion of natural language content that is to be targeted with a deep parse operation. A portion of natural language content is received and a pre-deep parse scan operation is performed on the natural language content based on the one or more triggers to identify one or more sub-portions of the natural language content that contain at least one of the one or more triggers. A deep parse is performed on only the one or more sub-portions of the portion of natural language content that contain at least one of the one or more triggers, while other sub-portions of the portion of natural language content are not deep parsed.

IPC Classes  ?

• G06F 40/205 - Parsing
• G06F 40/14 - Tree-structured documents
• G06F 40/279 - Recognition of textual entities

Goods & Services

(1) Computers; computer hardware and downloadable computer software for collecting, organizing, managing, analyzing, and reporting the results of clinical trials, clinical studies, and clinical tests from global trials sites and trial participants, for use in pharmaceutical and medical clinical informational applications, and for managing public healthcare programs and public social programs; computer hardware and downloadable software for scheduling, planning and organizing the provision of government social services and social welfare programs; downloadable medical imaging software to capture, store, retrieve, read, process, manipulate and analyze medical imaging data for use in diagnosing and treating medical conditions and image guided surgery; downloadable software for managing government program eligibility, enrollment and administration; computer hardware and software for database management; adapters for computers, namely, power adapters for computers; electronic components for computers, namely, cameras with linear image sensors; computer hardware and downloadable software for human biometric data collection using sensors for medical use; computer hardware for data processing; semiconductors; machine readable electronic media, namely, pre-recorded magnetic discs featuring music; blank magnetic disks; tape recorders; calculating machines; cash registers; facsimile machines; video recorders; blank video tapes; computer chips; circuit boards; computer carrying cases; computer interface boards; computer cables and computer cable parts; computer fax modem cards; computer accessories, namely digital cameras, image scanners, and software for image processing; electric power converters; computer mouses; integrated circuit adapters and smart card adapters, namely, host bus adapters and computer card adapters; readers for integrated circuit cards and smart cards; microcomputers; video projectors; remote controls for computers; surge protectors and uninterrupted power supplies; point of sale terminals; computer servers; recorded and downloadable computer programs and computer software for collecting, organizing, managing, analyzing, and reporting the results of clinical trials, clinical studies, and clinical tests from global trials sites and trial participants, for use in pharmaceutical and medical clinical informational applications, and for managing public healthcare programs and public social programs; software video games; computing operating system software and programs; cloud computing system, namely, computer hardware for cloud computing; computer systems, namely, downloadable computer operating system software; documentation and instruction manuals recorded on machine-readable electronic media and relating to computers or computer programs; electronic publications, namely, documentation and instruction manuals recorded on machine-readable electronic media featuring computer programs; electronic publications, namely, books, white papers, technical guides, and manuals featuring medical and pharmaceutical information for use by healthcare providers recorded on computer media. (2) Surgical instruments; medical instruments for use in MRI imaging and analyzing MRI image data; medical instruments for echocardiography imaging and analyzing echocardiography imaging data; suture materials; artificial limbs, eyes and teeth; suture materials; treatment and support devices, namely, orthopedic support bandages adapted for people with disabilities; clothing especially for operating rooms, orthodontic headgear, and orthopedic footwear, all for medical purposes. (1) Providing information on data management services. (2) Conducting of cultural and educational exhibitions in the nature of medicine, pharmaceuticals, healthcare facilities, patient medical records, medical imaging, medical treatments and healthcare analytics. (3) Computer programming; Software as a service (SAAS) services featuring software for collecting, organizing, managing, analyzing, and reporting the results of clinical trials, clinical studies, and clinical tests from global trials sites and trial participants, for use in pharmaceutical and medical clinical informational applications, and for managing public healthcare programs and public social programs; Software as a service (SAAS) services featuring software for managing the delivery of government social services and social welfare programs; Software as a service (SAAS) services featuring software for managing government program eligibility, enrollment and administration; computer programming services; design, installation, updating and maintenance of computer software; computer software and hardware design for others, and consultation services in the field of computers; computer services, namely, designing, creating and maintaining web sites for others; computer systems analysis, computer database integration services, computer network integration services, computer programming for others all for use in commercial interactions over global computer networks; technical support services, namely, troubleshooting of computer programs and software problems; design of systems for interconnection of computer hardware and software, namely, electronic connection of computers and software to each other; computer software and hardware testing services; technical project studies in the field of computer hardware and software, namely, conducting of feasibility studies; advice and consulting services relating to use of internet, namely, internet security consultancy; consultancy services in the field of computer hardware, namely, consultancy regarding computing research and development; rental of computers and computer software; scientific and industrial research, namely, research and development of new products for others, biological research, research in bacteriology, research in chemistry, research in beauty care, research in mechanics, geological research, technical project studies for projects in the fields of medicine, pharmaceuticals, healthcare facilities, patient medical records, medical imaging, medical treatments and healthcare analytics, pharmaceutical research, medical research; scientific and technological research services as well as scientific research and design in the fields of medicine, pharmaceuticals, healthcare facilities, patient medical records, medical imaging, and healthcare analytics; scientific and computer services, namely, providing installation and technical support services, namely, troubleshooting of computer software problems for medical imaging software; information technology IT consultancy on the planning, design, and management of computer systems; technological consultancy services, namely, computer technology consultancy; computer systems integrations services; consulting services in the field of design, selection, implementation and use of computer hardware and software systems for others; technical support services, namely, troubleshooting in the nature of diagnosing computer hardware and computer software problems; computer systems design services for others; interconnection of computer hardware and software, namely, integration of computer systems and networks; computer software and hardware testing services, namely, testing of computer software, computers and servers to assure proper functioning; cloud computing services, namely, providing temporary use of non-downloadable medical imaging software to capture, store, retrieve, read, process, manipulate and analyze medical imaging data for use in diagnosing and treating medical conditions and image guided surgery; providing virtual computer systems and virtual computer environments through cloud computing; design and development of computer software for cloud storage of data; cloud hosting provider services; electronic data storage, namely, archiving business documents, personal documents and corporate documents; electronic storage of medical records; computer data recovery services; data security services; computing assistance by programmers, namely, troubleshooting of computer software problems; design of computer hardware for computer networks; technical support services, namely, computer hardware problem solving; computer services for information management, namely, temporary electronic storage of business documents, personal documents and corporate documents; electronic storage of medical records (4) Business management services; business management consulting services; business administration consultancy; business consultancy in the field of conducting and organizing clinical trials, clinical studies, and clinical tests in the field of pharmaceuticals; business consultancy services in the field of managing public healthcare programs and public social programs; advisory services in the field of business analysis; advisory services relating to business management; advisory services relating to business operations; business information management; collection of market research information; sample distribution for others; arranging newspaper subscriptions for others; accounting; document reproduction; computerized central file management; business strategy development services; analysis of market research data and statistics; data processing services for data from clinical trials, clinical studies, and clinical tests related to pharmaceuticals and public healthcare programs, public social programs; arranging and conducting trade show exhibitions in the fields of medicine, pharmacology, management of healthcare and benefits programs, and related business data analysis; systemization of data in computer databases. (5) Education services, namely, providing classes, seminars, continuing medical education courses, and workshops in the fields of medicine, pharmaceuticals, healthcare facilities, patient medical records, medical imaging, and healthcare analytics; entertainment services, namely, providing online non downloadable videos in the field of new scientific developments; training services, namely, training users of medical imaging software in the use thereof; organization and management of conferences, seminars, events, meetings, classes, webinars, workshops and congresses for cultural and educational purposes in the fields of medicine, pharmaceuticals, healthcare facilities, patient medical records, medical imaging, and healthcare analytics; organization of exhibitions for cultural or educational purposes in the fields of medicine, pharmaceuticals, healthcare facilities, patient medical records, medical imaging, and healthcare analytics; conducting of exhibitions for cultural or educational purposes in the fields of medicine, pharmaceuticals, healthcare facilities, patient medical records, medical imaging, medical treatments and healthcare analytics; production of radio programs; production of television programs; editing of books and journals; films production; booking of seats for shows.

Goods & Services

(1) Computers; computer hardware and downloadable computer software for collecting, organizing, managing, analyzing, and reporting the results of clinical trials, clinical studies, and clinical tests from global trials sites and trial participants, for use in pharmaceutical and medical clinical informational applications, and for managing public healthcare programs and public social programs; computer hardware and database management; downloadable software for scheduling, planning and organizing the provision of government social services and social welfare programs; downloadable medical imaging software to capture, store, retrieve, read, process, manipulate and analyze medical imaging data for use in diagnosing and treating medical conditions and image guided surgery; downloadable software for managing government program eligibility, enrollment and administration; adapters for computers, namely, power adapters for computers; electronic components for computers, namely, cameras with linear image sensors; computer hardware and downloadable software for human biometric data collection using sensors for medical use; computer hardware for data processing; semiconductors; machine readable electronic media, namely, pre-recorded magnetic discs featuring music; blank magnetic disks; tape recorders; calculating machines; cash registers; facsimile machines; video recorders; blank video tapes; computer chips; circuit boards; computer carrying cases; computer interface boards; computer cables and computer cable parts; computer fax modem cards; computer accessories, namely digital cameras, image scanners, software for image processing ; electric power converters; computer mouses; integrated circuit adapters and smart card adapters, namely, host bus adapters and computer card adapters; readers for integrated circuit cards and smart cards; microcomputers; video projectors; remote controls for computers; surge protectors and uninterrupted power supplies; point of sale terminals; computer servers; recorded and downloadable computer programs and computer software for collecting, organizing, managing, analyzing, and reporting the results of clinical trials, clinical studies, and clinical tests from global trials sites and trial participants, for use in pharmaceutical and medical clinical informational applications, and for managing public healthcare programs and public social programs; software video games; computing operating system software and programs; cloud computing system, namely, computer hardware for cloud computing; computer systems, namely, downloadable computer operating system software; documentation and instruction manuals recorded on machine-readable electronic media and relating to computers or computer programs; electronic publications, namely, documentation and instruction manuals recorded on machine-readable electronic media featuring computers and computer programs; electronic publications, namely, books, white papers, technical guides, and manuals featuring medical and pharmaceutical information for use by healthcare providers recorded on computer media (2) Surgical instruments; medical instruments for use in MRI imaging and analyzing MRI image data; medical instruments for echocardiography imaging and analyzing echocardiography imaging data; artificial limbs, eyes and teeth; suture materials; treatment and support devices, namely, orthopedic support bandages adapted for people with disabilities; clothing especially for operating rooms, orthodontic, headgear and orthopedic footwear, all for medical purposes (1) Research, design and development of software for managing data. (2) Business management services; business management consulting services; business administration consultancy; business consultancy in the field of conducting and organizing clinical trials, clinical studies, and clinical tests in the field of pharmaceuticals; business consultancy services in the field of managing public healthcare programs and public social programs; advisory services in the field of business analysis; advisory services relating to business management; advisory services relating to business operations; business information management; collection of market research information; sample distribution for others; arranging newspaper subscriptions for others; accounting; document reproduction; computerized central file management; business strategy development services; analysis of market research data and statistics; data processing services for data from clinical trials, clinical studies, and clinical tests related to pharmaceuticals and public healthcare programs, public social programs; arranging and conducting trade show exhibitions in the fields of medicine, pharmacology, management of healthcare and benefits programs, and related business data analysis; systemization of data in computer databases (3) Education services, namely, providing classes, seminars, continuing medical education courses, and workshops in the fields of medicine, pharmaceuticals, healthcare facilities, patient medical records, medical imaging, and healthcare analytics; entertainment services, namely, providing online non downloadable videos in the field of new scientific developments; training services, namely, training users of medical imaging software in the use thereof; organization and management of conferences, seminars, events, meetings, classes, webinars, workshops and congresses for cultural or educational purposes in the fields of medicine, pharmaceuticals, healthcare facilities, patient medical records, medical imaging, and healthcare analytics; organization of exhibitions for cultural or educational purposes in the fields of medicine, pharmaceuticals, healthcare facilities, patient medical records, medical imaging, and healthcare analytics; editing of books and journals; conducting of exhibitions for cultural or educational purposes in the fields of medicine, pharmaceuticals, healthcare facilities, patient medical records, medical imaging, medical treatments and healthcare analytics; production of radio programs; production of television programs; editing of books and journals; conducting of cultural or educational exhibitions in the nature of medicine, pharmaceuticals, healthcare facilities, patient medical records, medical imaging, medical treatments and healthcare analytics; booking of seats for shows (4) Computer programming; software as a service (SaaS) services featuring software for collecting, organizing, managing, analyzing, and reporting the results of clinical trials, clinical studies, and clinical tests from global trials sites and trial participants, for use in pharmaceutical and medical clinical informational applications, and for managing public healthcare programs and public social programs; software as a service (SAAS) services featuring software for managing the delivery of government social services and social welfare programs; software as a service (SAAS) services featuring software for managing government program eligibility, enrollment and administration; computer programming services and computer software consulting services; computer programming services and computer consulting services; design, installation, updating and maintenance of computer software; computer software and hardware design for others, and consultation services in the field of computers; computer services, namely, designing, creating and maintaining web sites for others; computer systems analysis, computer database integration services, computer programming for others all for use in commercial interactions over global computer networks; technical support services, namely, troubleshooting of computer programs and software problems; design of systems for interconnection of computer hardware and software, namely, electronic connection of computers and software to each other; computer software and hardware testing services; technical project studies in the field of computer hardware and software, namely, conducting of feasibility studies; consultancy services in the field of computer hardware, namely, consultancy regarding computing research and development; advice and consulting services relating to use of internet, namely, internet security consultancy; rental of computers and computer software; scientific and industrial research, namely, research and development of new products for others, biological research, research in bacteriology, research in chemistry, research in beauty care, research in mechanics, geological research, technical project studies for projects in the fields of medicine, pharmaceuticals, healthcare facilities, patient medical records, medical imaging, medical treatments and healthcare analytics, pharmaceutical research, medical research; scientific and technological services as well as scientific research and design in the fields of medicine, pharmaceuticals, healthcare facilities, patient medical records, medical imaging, and healthcare analytics; scientific and computer services, namely, providing installation and technical support services, namely, troubleshooting of computer software problems for medical imaging software; information technology IT consultancy on the planning, design, and management of computer services; technological consultancy services, namely, computer technology consultancy; computer systems integrations services; consulting services in the field of design, selection, implementation and use of computer hardware and software systems for others; technical support services, namely, troubleshooting in the nature of diagnosing computer hardware and computer software problems; computer systems design services for others; interconnection of computer hardware and software, namely, integration of computer systems and networks; computer software and hardware testing services, namely, testing of computer software, computers and servers to assure proper functioning; cloud computing services, namely, providing temporary use of non-downloadable medical imaging software to capture, store, retrieve, read, process, manipulate and analyze medical imaging data for use in diagnosing and treating medical conditions and image guided surgery; providing virtual computer systems and virtual computer environments through cloud computing; design and development of computer software for cloud storage of data; cloud hosting provider services; electronic data storage, namely, archiving business documents, personal documents and corporate documents; electronic storage of medical records; computer data recovery services; data security services; computing assistance by programmers, namely, troubleshooting of computer software problems; design of computer hardware for computer networks; technical support services, namely, computer hardware problem solving in the nature of diagnosis of computer hardware problems through the use of software; computer services for information management, namely, computer technology consultancy in the field of data management

Goods & Services

(1) Computers; computer hardware and downloadable computer software for collecting, organizing, managing, analyzing, and reporting the results of clinical trials, clinical studies, and clinical tests from global trials sites and trial participants, for use in pharmaceutical and medical clinical informational applications, and for managing public healthcare programs and public social programs; computer hardware and database management; downloadable software for scheduling, planning and organizing the provision of government social services and social welfare programs; downloadable medical imaging software to capture, store, retrieve, read, process, manipulate and analyze medical imaging data for use in diagnosing and treating medical conditions and image guided surgery; downloadable software for managing government program eligibility, enrollment and administration; adapters for computers, namely, power adapters for computers; electronic components for computers, namely, cameras with linear image sensors; computer hardware and downloadable software for human biometric data collection using sensors for medical use; computer hardware for data processing; semiconductors; machine readable electronic media, namely, pre-recorded magnetic discs featuring music; blank magnetic disks; tape recorders; calculating machines; cash registers; facsimile machines; video recorders; blank video tapes; computer chips; circuit boards; computer carrying cases; computer interface boards; computer cables and computer cable parts; computer fax modem cards; computer accessories, namely digital cameras, image scanners, software for image processing; electric power converters; computer mouses; integrated circuit adapters and smart card adapters, namely, host bus adapters and computer card adapters; readers for integrated circuit cards and smart cards; microcomputers; video projectors; remote controls for computers; surge protectors and uninterrupted power supplies; point of sale terminals; computer servers; recorded and downloadable computer programs and computer software for collecting, organizing, managing, analyzing, and reporting the results of clinical trials, clinical studies, and clinical tests from global trials sites and trial participants, for use in pharmaceutical and medical clinical informational applications, and for managing public healthcare programs and public social programs; software video games; computing operating system software and programs; cloud computing system, namely, computer hardware for cloud computing; computer systems, namely, downloadable computer operating system software; documentation and instruction manuals recorded on machine-readable electronic media and relating to computers or computer programs; electronic publications, namely, documentation and instruction manuals recorded on machine-readable electronic media featuring computers and computer programs; electronic publications, namely, books, white papers, technical guides, and manuals featuring medical and pharmaceutical information for use by healthcare providers recorded on computer media (2) Surgical instruments; medical instruments for use in MRI imaging and analyzing MRI image data; medical instruments for echocardiography imaging and analyzing echocardiography imaging data; artificial limbs, eyes and teeth; suture materials; treatment and support devices, namely, orthopedic support bandages adapted for people with disabilities; clothing especially for operating rooms, orthodontic, headgear and orthopedic footwear, all for medical purposes (1) Research, design and development of software for managing data. (2) Business management services; business management consulting services; business administration consultancy; business consultancy in the field of conducting and organizing clinical trials, clinical studies, and clinical tests in the field of pharmaceuticals; business consultancy services in the field of managing public healthcare programs and public social programs; advisory services in the field of business analysis; advisory services relating to business management; advisory services relating to business operations; business information management; collection of market research information; sample distribution for others; arranging newspaper subscriptions for others; accounting; document reproduction; computerized central file management; business strategy development services; analysis of market research data and statistics; data processing services for data from clinical trials, clinical studies, and clinical tests related to pharmaceuticals and public healthcare programs, public social programs; arranging and conducting trade show exhibitions in the fields of medicine, pharmacology, management of healthcare and benefits programs, and related business data analysis; systemization of data in computer databases (3) Education services, namely, providing classes, seminars, continuing medical education courses, and workshops in the fields of medicine, pharmaceuticals, healthcare facilities, patient medical records, medical imaging, and healthcare analytics; entertainment services, namely, providing online non downloadable videos in the field of new scientific developments; training services, namely, training users of medical imaging software in the use thereof; organization and management of conferences, seminars, events, meetings, classes, webinars, workshops and congresses for cultural or educational purposes in the fields of medicine, pharmaceuticals, healthcare facilities, patient medical records, medical imaging, and healthcare analytics; organization of exhibitions for cultural or educational purposes in the fields of medicine, pharmaceuticals, healthcare facilities, patient medical records, medical imaging, and healthcare analytics; editing of books and journals; conducting of exhibitions for cultural or educational purposes in the fields of medicine, pharmaceuticals, healthcare facilities, patient medical records, medical imaging, medical treatments and healthcare analytics; production of radio programs; production of television programs; editing of books and journals; conducting of cultural or educational exhibitions in the nature of medicine, pharmaceuticals, healthcare facilities, patient medical records, medical imaging, medical treatments and healthcare analytics; booking of seats for shows (4) Computer programming; software as a service (SaaS) services featuring software for collecting, organizing, managing, analyzing, and reporting the results of clinical trials, clinical studies, and clinical tests from global trials sites and trial participants, for use in pharmaceutical and medical clinical informational applications, and for managing public healthcare programs and public social programs; software as a service (SAAS) services featuring software for managing the delivery of government social services and social welfare programs; software as a service (SAAS) services featuring software for managing government program eligibility, enrollment and administration; computer programming services and computer software consulting services; computer programming services and computer consulting services; design, installation, updating and maintenance of computer software; computer software and hardware design for others, and consultation services in the field of computers; computer services, namely, designing, creating and maintaining web sites for others; computer systems analysis, computer database integration services, computer programming for others all for use in commercial interactions over global computer networks; technical support services, namely, troubleshooting of computer programs and software problems; design of systems for interconnection of computer hardware and software, namely, electronic connection of computers and software to each other; computer software and hardware testing services; technical project studies in the field of computer hardware and software, namely, conducting of feasibility studies; consultancy services in the field of computer hardware, namely, consultancy regarding computing research and development; advice and consulting services relating to use of internet, namely, internet security consultancy; rental of computers and computer software; scientific and industrial research, namely, research and development of new products for others, biological research, research in bacteriology, research in chemistry, research in beauty care, research in mechanics, geological research, technical project studies for projects in the fields of medicine, pharmaceuticals, healthcare facilities, patient medical records, medical imaging, medical treatments and healthcare analytics, pharmaceutical research, medical research; scientific and technological services as well as scientific research and design in the fields of medicine, pharmaceuticals, healthcare facilities, patient medical records, medical imaging, and healthcare analytics; scientific and computer services, namely, providing installation and technical support services, namely, troubleshooting of computer software problems for medical imaging software; information technology IT consultancy on the planning, design, and management of computer services; technological consultancy services, namely, computer technology consultancy; computer systems integrations services; consulting services in the field of design, selection, implementation and use of computer hardware and software systems for others; technical support services, namely, troubleshooting in the nature of diagnosing computer hardware and computer software problems; computer systems design services for others; interconnection of computer hardware and software, namely, integration of computer systems and networks; computer software and hardware testing services, namely, testing of computer software, computers and servers to assure proper functioning; cloud computing services, namely, providing temporary use of non-downloadable medical imaging software to capture, store, retrieve, read, process, manipulate and analyze medical imaging data for use in diagnosing and treating medical conditions and image guided surgery; providing virtual computer systems and virtual computer environments through cloud computing; design and development of computer software for cloud storage of data; cloud hosting provider services; electronic data storage, namely, archiving business documents, personal documents and corporate documents; electronic storage of medical records; computer data recovery services; data security services; computing assistance by programmers, namely, troubleshooting of computer software problems; design of computer hardware for computer networks; technical support services, namely, computer hardware problem solving in the nature of diagnosis of computer hardware problems through the use of software; computer services for information management, namely, computer technology consultancy in the field of data management

Goods & Services

Computers; computer hardware and software for cognitive computing; computer hardware, namely, magnetic tape units (IT), magnetic tapes, printed circuits, integrated circuits, computer keyboards, compact discs (audio-video), optical disks, couplers (IT), floppy disks, magnetic data media; computer hardware, namely, video screens, scanners, computer printers, interfaces (IT), readers (IT), software (recorded programs), microprocessors, modems, monitors (hardware), computers, computer memories, computer peripherals, recorded computer programs and software; computer adapters; computer components; data processing equipment; computer equipment for information management and for data management; semi-conductors; machine-readable electronic data media; magnetic disks; hard disk drives; tape recorders; calculating machines; cash registers; facsimile machines; video game software; video recorders; videotapes; electric cells and electric batteries; computer chips; boards for integrated circuits; computer accessories, namely, computer communication servers; transport cases for computers; interface cards for computers; computer cables and computer cable parts; fax modem cards for computers; computer accessories, namely, screen filters, computer mouse pads, electric converters, namely, digital-to-analog, analog-to-digital and step-by-step voltage switches, pagers, computer control joysticks, computer mice; electronic publications, namely books, magazines and manuals containing information on computer technology; integrated circuit cards and smart cards, integrated circuit adapters and smart card adapters; readers for integrated circuit cards and smart cards; microcomputers; electric power supply apparatus; projectors (projection apparatus); remote controllers for computers; inverters, surge protectors and uninterruptible power supplies; point-of-sale terminals; computer operating system software; software for accessing a global computer network; computer database management software; document management software; software for locating, recovering and receiving text, electronic documents, graphic illustrations and audiovisual information on company-scale internal computer networks and on local, wide-area and global computer networks; software for developing and software for designing websites and user manuals, in electronic format, sold as a set; documentation and instruction manuals recorded on electronic data media that can be operated by machine and concerning computers or computer programs; computer hardware and software; computer hardware enabling the integration of functions such as natural language processing, computational linguistics, documentary research, analytics, or machine learning and the capacity to understand general human queries and formulate reliable responses; instruction manuals recorded on media sold with computers and computer programs; computers and other electronic apparatus and their parts; electronic publications; Software in the field of analytics to enable the provision of: care in the field of health and social services, analytical solutions and services with respect to health, for example, concerning the improvement of quality and cost reduction, medical analysis services relating to the treatment of persons (such as X-ray examinations and taking blood samples); software for fraud detection services in the field of health care; software for the provision of medical care based on values; software for medical treatment services; software for medical imaging services; software for health consultancy services; software for consulting services in the field of health; software for providing health intelligence and information; software for medical services and health care services; software for consultancy services relating to health care; software for medical diagnosis services; software for medical testing for diagnostic or treatment purposes; software for medical diagnosis services (testing and analysis); software for providing health care information via a global computer network; software for health care services to assist doctors in making medical diagnoses; software for hospital management services; software for the development of hospital management systems; software for billing services; software for medical billing; mobile application software and downloadable software applications for providing health care and social services, health-related analytical soluations and services, medical analysis services connected to the processing, storage of medical and sanitary information and data. Scientific and technological services as well as research and design relating thereto; scientific research services for medical purposes; evaluation, estimate, research and report services in the fields of science and technology (including technological consultancy); design and development of diagnostic apparatus; computer-assisted diagnostic services; research and development services in the field of medical diagnosis; consultancy in the field of design, development and maintenance of computer systems; technical analysis of data using computers; testing, checking (supervision) or research of servers, other computers and computer programs; installation, updating and maintenance of software; computer programming for others; software design, computer programming or maintenance of software; computer system analyses; computer rental; provision of computer programs designed according to the specifications of third parties; testing or research on machines, apparatus and instruments; provision of temporary use of on-line non-downloadable operating software for accessing and using a cloud computer network; temporary provision of Web-based applications for calculation functions; provision of computer programs on data networks; hosting and rental of memory space; computer services for information management; computer services for data management; computer services for cloud computing; computer and scientific services to enable health care and social services; cognitive computer services; analytical information services for securing payment transactions; computer services relating to the provision of medical care based on values; scientific and computer services for analytical solutions and services in the field of health, for example, concerning the improvement of quality and cost reduction; scientific and computer services for medical analysis services relating to the treatment of persons (such as X-ray examinations and taking blood samples); scientific and computer services for medical treatment services; computer services and software development for fraud detection services in the field of health care; scientific and computer services for medical imaging services; scientific and computer services for health consulting services; scientific and computer services for consulting services in the field of health; scientific and computer services for providing intelligence and information in the field of health; scientific and computer services for medical and health care services; scientific and computer services for consulting services in the field of health care; scientific and computer services for medical diagnosis services; scientific and computer services for medical testing for diagnostic or treatment purposes; scientific and computer services for medical diagnosis services [testing and analysis]; scientific and computer services for providing health care information via a global computer network; scientific and computer services for health care services to assist doctors in making medical diagnoses; scientific and computer services for hospital management services; scientific and computer services for the development of hospital management systems; scientific and computer services for billing services; scientific and computer services for medical billing. Medical analysis services relating to the treatment of persons (such as x-ray examinations and taking of blood samples); medical treatment services; medical imaging services; health consultancy services; consulting services in the field of health; provision of health information ]; medical services and health care services; consulting services relating to health care; medical diagnosis services; medical tests for diagnostic or treatment purposes; medical diagnosis services [testing and analysis]; provision of health information via a global computer network; health services to assist doctors in establishing a medical diagnosis; health services, providing medical information in the field of health.

Abstract

A system and related method exchange medical information with a medical management system. The method comprises receiving, using a processor of a code point resolver, from the medical management system, medical text via a network interface. A code point is a single standardized medical terminology code (SMTC) that corresponds to a medical concept contained within the medical text. The method further applies rule-based logic to process the medical text to form a localized mapping of a text portion of the medical text to a plurality of candidate SMTCs (CSMTCs) that are related to at least one metathesaurus concept entity (MCE) in a metathesaurus, and to determines the code point from the CSMTCs. The method transmits, via the network interface, to the medical management system, the code point.

IPC Classes  ?

• G16H 10/00 - ICT specially adapted for the handling or processing of patient-related medical or healthcare data
• G06F 40/205 - Parsing
• G16H 70/00 - ICT specially adapted for the handling or processing of medical references
• G06F 40/174 - Form fillingMerging
• G06F 40/55 - Rule-based translation
• G06F 40/247 - ThesaurusesSynonyms

Abstract

An approach for a computer program to receive image data of a subject including at least a portion of a spine of the subject and a chronological age of the subject. The approach includes the computer program pre-processing the image data including at least a portion of a spine. The approach includes determining an apparent age of the spine or a portion of the spine of the subject using a trained artificial intelligence deep learning algorithm.

IPC Classes  ?

• A61B 5/00 - Measuring for diagnostic purposes Identification of persons
• G06T 7/00 - Image analysis

Abstract

A mechanism is provided for processing electronic files to identify genetic variants of a gene. Evidence of one or more genetic variants of the gene and corresponding information is extracted from a corpus of information. Each genetic variant of the one or more genetic variants is classified based on whether the genetic variant is identified as being pathogenic. Genetic variant annotation is then performed to generate a summary.

IPC Classes  ?

• G06N 3/126 - Evolutionary algorithms, e.g. genetic algorithms or genetic programming
• G16H 10/20 - ICT specially adapted for the handling or processing of patient-related medical or healthcare data for electronic clinical trials or questionnaires
• G16H 10/40 - ICT specially adapted for the handling or processing of patient-related medical or healthcare data for data related to laboratory analysis, e.g. patient specimen analysis
• G16H 15/00 - ICT specially adapted for medical reports, e.g. generation or transmission thereof
• G16H 50/70 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for mining of medical data, e.g. analysing previous cases of other patients
• G16H 70/60 - ICT specially adapted for the handling or processing of medical references relating to pathologies

Abstract

An approach for providing a cap with an embedded high-resolution lens and a sampling insert that is used during an authentication of a composition of a liquid in a container sealed by the cap. The cap has a top portion of a cap with an opening, a sampling insert inside the opening in the top portion of the cap, and a high-resolution lens inside an opening in the sampling insert.

IPC Classes  ?

• B65D 41/04 - Threaded or like caps or cap-like covers secured by rotation
• A61J 1/14 - Containers specially adapted for medical or pharmaceutical purposes DetailsAccessories therefor
• G06T 3/4076 - Scaling of whole images or parts thereof, e.g. expanding or contracting based on super-resolution, i.e. the output image resolution being higher than the sensor resolution using the original low-resolution images to iteratively correct the high-resolution images
• G16H 10/60 - ICT specially adapted for the handling or processing of patient-related medical or healthcare data for patient-specific data, e.g. for electronic patient records
• G16H 20/10 - ICT specially adapted for therapies or health-improving plans, e.g. for handling prescriptions, for steering therapy or for monitoring patient compliance relating to drugs or medications, e.g. for ensuring correct administration to patients
• G16H 30/20 - ICT specially adapted for the handling or processing of medical images for handling medical images, e.g. DICOM, HL7 or PACS
• G16H 30/40 - ICT specially adapted for the handling or processing of medical images for processing medical images, e.g. editing

Abstract

A genomics artificial intelligence (AI) pipeline comprising a plurality of trained machine learning computer models is provided. First machine learning (ML) computer model(s) extract genomics entities from content of the electronic documents. Second ML computer model(s) determine relationships between genomics entities. Third ML computer model(s) grade biomarkers specified in the relationships based on a predetermined grading scheme and the relationships and gradings are stored in a genomics database for use in processing a patient gene sequencing data structure to identify a signature mutation. A report output is generated identifying the signature mutation present in the patient gene sequencing data structure.

IPC Classes  ?

• G16B 40/00 - ICT specially adapted for biostatisticsICT specially adapted for bioinformatics-related machine learning or data mining, e.g. knowledge discovery or pattern finding
• G16H 10/60 - ICT specially adapted for the handling or processing of patient-related medical or healthcare data for patient-specific data, e.g. for electronic patient records
• G16H 15/00 - ICT specially adapted for medical reports, e.g. generation or transmission thereof
• G16H 50/30 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for calculating health indicesICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for individual health risk assessment
• G06N 20/20 - Ensemble learning

Abstract

Provided is a method, computer program product, and system for hashing electronic health records. A processor may collect a set of electronic health records (EHRs). The processor may perform an encounter analysis on the set of EHRs to determine a set of attributes associated to the set of EHRs. The processor may hash the set of attributes to generate one or more hashing indexes that correspond to the set of EHRs. The processor may store the one or more hashing indexes in a list used for document retrieval.

IPC Classes  ?

• G16H 10/60 - ICT specially adapted for the handling or processing of patient-related medical or healthcare data for patient-specific data, e.g. for electronic patient records
• G06F 16/13 - File access structures, e.g. distributed indices
• G16H 50/70 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for mining of medical data, e.g. analysing previous cases of other patients
• G16H 70/60 - ICT specially adapted for the handling or processing of medical references relating to pathologies
• G06F 40/30 - Semantic analysis
• G06V 30/414 - Extracting the geometrical structure, e.g. layout treeBlock segmentation, e.g. bounding boxes for graphics or text

Goods & Services

Downloadable computer software for collecting, organizing, managing, analyzing, and reporting the results of clinical trials, clinical studies, and clinical tests from global trials sites and trial participants, for use in pharmaceutical and medical clinical informational applications, and for managing public healthcare programs and public social programs; downloadable software for managing the delivery of government social services and social welfare programs; downloadable medical imaging software to capture, store, retrieve, read, process, manipulate and analyze medical imaging data for use in diagnosing and treating medical conditions and image guided surgery; downloadable software for managing government program eligibility, enrollment and administration; downloadable computer software for healthcare data analytics, information management, and data management; electronic publications, namely, books, white papers, technical guides, and manuals featuring medical and pharmaceutical information for use by healthcare providers recorded on computer media Medical instruments for use in radiology and cardiology imaging and reading radiology and cardiology imaging data Business management consulting services in the healthcare industry; business consulting services for healthcare businesses; healthcare business advisory services; healthcare business information services; Document reproduction in the nature of copying business and medical records; Business management services, namely, centralized data processing management for healthcare data; analysis of healthcare market research data and statistics; healthcare data processing services; analyzing and compiling healthcare business data; systemization of healthcare data in computer databases Education services, namely, providing classes, seminars, continuing medical education courses, and workshops in the fields of medicine, pharmaceuticals, healthcare, and healthcare analytics; Training services, namely, training users of medical imaging software in the use thereof; Providing of training, namely, training users of medical imaging software in the use thereof 07/00/2022 Software as a service (SAAS) services featuring software for collecting, organizing, managing, analyzing, and reporting the results of clinical trials, clinical studies, and clinical tests from global trials sites and trial participants, for use in pharmaceutical and medical clinical informational applications, and for managing public healthcare programs and public social programs; Software as a service (SAAS) services featuring software for managing the delivery of government social services and social welfare programs; Software as a service (SAAS) services featuring software for managing government program eligibility, enrollment and administration; computer software consulting services; design, installation, updating and maintenance of computer software for others in the healthcare industry and for operators of government social services and social welfare programs; consultation services in the field of computer technology for others in the healthcare industry and for operators of government social services and social welfare programs; scientific and industrial research, namely, technical scientific research, pharmaceutical research, scientific research for medical purposes; scientific and technological research services as well as scientific research and design in the fields of medicine, pharmaceuticals, healthcare, and healthcare analytics; scientific and computer services, namely, providing installation and technical support services, namely, troubleshooting of computer software problems for medical imaging software; computer programming services, namely, the programming of medical imaging software to the specifications of manufacturers or users of diagnostic or surgical medical equipment; computer consulting services, namely, technical support services in the nature of advising manufacturers or users by troubleshooting problems of diagnostic medical equipment as to their medical imaging needs; computer network services, namely, permitting authorized users to upload medical images to a website and the temporary use of the functions of medical imaging software contained on that website for limited usage; Scientific research and development in the field of medical imaging and information management software and healthcare information technology services; cloud computing services, namely, providing temporary use of non-downloadable medical imaging software to capture, store, retrieve, read, process, manipulate and analyze medical imaging data for use in diagnosing and treating medical conditions and image guided surgery; data security services, namely, patient medical data security consultancy; computer services for healthcare information management, namely, temporary electronic storage of healthcare information and data; data management information services, namely, providing temporary use of non-downloadable medical imaging software for controlling and managing patient medical information Medical analysis services relating to the treatment of persons; medical imaging services; health consultancy services; consulting services in the field of health; provision of health information; consulting services relating to health care; medical testing for diagnostic or treatment purposes

Goods & Services

Downloadable computer software for collecting, organizing, managing, analyzing, and reporting the results of clinical trials, clinical studies, and clinical tests from global trials sites and trial participants, for use in pharmaceutical and medical clinical informational applications, and for managing public healthcare programs and public social programs; downloadable software for managing the delivery of government social services and social welfare programs; downloadable medical imaging software to capture, store, retrieve, read, process, manipulate and analyze medical imaging data for use in diagnosing and treating medical conditions and image guided surgery; downloadable software for managing government program eligibility, enrollment and administration; downloadable computer software for healthcare data analytics, information management, and data management; electronic publications, namely, books, white papers, technical guides, and manuals featuring medical and pharmaceutical information for use by healthcare providers recorded on computer media Business management consulting services in the healthcare industry; business consulting services for healthcare businesses; healthcare business advisory services; healthcare business information services; Document reproduction in the nature of copying business and medical records; Business management services, namely, centralized data processing management for healthcare data; analysis of healthcare market research data and statistics; healthcare data processing services; analyzing and compiling healthcare business data; systemization of healthcare data in computer databases Education services, namely, providing classes, seminars, continuing medical education courses, and workshops in the fields of medicine, pharmaceuticals, healthcare, and healthcare analytics; Training services, namely, training users of medical imaging software in the use thereof; Providing of training, namely, training users of medical imaging software in the use thereof Software as a service (SAAS) services featuring software for collecting, organizing, managing, analyzing, and reporting the results of clinical trials, clinical studies, and clinical tests from global trials sites and trial participants, for use in pharmaceutical and medical clinical informational applications, and for managing public healthcare programs and public social programs; Software as a service (SAAS) services featuring software for managing the delivery of government social services and social welfare programs; Software as a service (SAAS) services featuring software for managing government program eligibility, enrollment and administration; computer software consulting services; design, installation, updating and maintenance of computer software for others in the healthcare industry and for operators of government social services and social welfare programs; consultation services in the field of computer technology for others in the healthcare industry and for operators of government social services and social welfare programs; scientific and industrial research, namely, technical scientific research, pharmaceutical research, scientific research for medical purposes; scientific and technological research services as well as scientific research and design in the fields of medicine, pharmaceuticals, healthcare, and healthcare analytics; scientific and computer services, namely, providing installation and technical support services, namely, troubleshooting of computer software problems for medical imaging software; computer programming services, namely, the programming of medical imaging software to the specifications of manufacturers or users of diagnostic or surgical medical equipment; computer consulting services, namely, technical support services in the nature of advising manufacturers or users by troubleshooting problems of diagnostic medical equipment as to their medical imaging needs; computer network services, namely, permitting authorized users to upload medical images to a website and the temporary use of the functions of medical imaging software contained on that website for limited usage; Scientific research and development in the field of medical imaging and information management software and healthcare information technology services; cloud computing services, namely, providing temporary use of non-downloadable medical imaging software to capture, store, retrieve, read, process, manipulate and analyze medical imaging data for use in diagnosing and treating medical conditions and image guided surgery; data security services, namely, patient medical data security consultancy; computer services for healthcare information management, namely, temporary electronic storage of healthcare information and data; data management information services, namely, providing temporary use of non-downloadable medical imaging software for controlling and managing patient medical information Medical analysis services relating to the treatment of persons; medical imaging services; health consultancy services; consulting services in the field of health; provision of health information; consulting services relating to health care; medical testing for diagnostic or treatment purposes

Goods & Services

Downloadable computer software for collecting, organizing, managing, analyzing, and reporting the results of clinical trials, clinical studies, and clinical tests from global trials sites and trial participants, for use in pharmaceutical and medical clinical informational applications, and for managing public healthcare programs and public social programs; downloadable software for managing the delivery of government social services and social welfare programs; downloadable medical imaging software to capture, store, retrieve, read, process, manipulate and analyze medical imaging data for use in diagnosing and treating medical conditions and image guided surgery; downloadable software for managing government program eligibility, enrollment and administration; downloadable computer software for healthcare data analytics, information management, and data management; electronic publications, namely, books, white papers, technical guides, and manuals featuring medical and pharmaceutical information for use by healthcare providers recorded on computer media Business management consulting services in the healthcare industry; business consulting services for healthcare businesses; healthcare business advisory services; healthcare business information services; Document reproduction in the nature of copying business and medical records; Business management services, namely, centralized data processing management for healthcare data; analysis of healthcare market research data and statistics; healthcare data processing services; analyzing and compiling healthcare business data; systemization of healthcare data in computer databases Education services, namely, providing classes, seminars, continuing medical education courses, and workshops in the fields of medicine, pharmaceuticals, healthcare, and healthcare analytics; Training services, namely, training users of medical imaging software in the use thereof; Providing of training, namely, training users of medical imaging software in the use thereof Software as a service (SAAS) services featuring software for collecting, organizing, managing, analyzing, and reporting the results of clinical trials, clinical studies, and clinical tests from global trials sites and trial participants, for use in pharmaceutical and medical clinical informational applications, and for managing public healthcare programs and public social programs; Software as a service (SAAS) services featuring software for managing the delivery of government social services and social welfare programs; Software as a service (SAAS) services featuring software for managing government program eligibility, enrollment and administration; computer software consulting services; design, installation, updating and maintenance of computer software for others in the healthcare industry and for operators of government social services and social welfare programs; consultation services in the field of computer technology for others in the healthcare industry and for operators of GOODS OR SERVICES IN USE IN COMMERCE government social services and social welfare programs; scientific and industrial research, namely, technical scientific research, pharmaceutical research, scientific research for medical purposes; scientific and technological research services as well as scientific research and design in the fields of medicine, pharmaceuticals, healthcare, and healthcare analytics; scientific and computer services, namely, providing installation and technical support services, namely, troubleshooting of computer software problems for medical imaging software; computer programming services, namely, the programming of medical imaging software to the specifications of manufacturers or users of diagnostic or surgical medical equipment; computer consulting services, namely, technical support services in the nature of advising manufacturers or users by troubleshooting problems of diagnostic medical equipment as to their medical imaging needs; computer network services, namely, permitting authorized users to upload medical images to a website and the temporary use of the functions of medical imaging software contained on that website for limited usage; Scientific research and development in the field of medical imaging and information management software and healthcare information technology services; cloud computing services, namely, providing temporary use of non-downloadable medical imaging software to capture, store, retrieve, read, process, manipulate and analyze medical imaging data for use in diagnosing and treating medical conditions and image guided surgery; data security services, namely, patient medical data security consultancy; computer services for healthcare information management, namely, temporary electronic storage of healthcare information and data; data management information services, namely, providing temporary use of non-downloadable medical imaging software for controlling and managing patient medical information Medical services; hygienic and beauty care for human beings; human healthcare services; medical analysis services relating to the treatment of persons; medical imaging services; health consultancy services; consulting services in the field of health; provision of health information; consulting services relating to health care; medical testing for diagnostic or treatment purposes

Abstract

Mechanisms are provided to implement a fine-grained finding descriptor generation computing tool that automatically generates fine-grained labels for downstream computer system operations. The mechanisms process medical report content based on a core finding lexicon, to extract core finding instances from the medical report content. The mechanisms execute, for each core finding instance, automated computer NLP operations that generate a parse tree for the portion of the medical report content corresponding to the core finding instance, perform phrasal grouping on the parse tree to thereby associate one or more modifiers of core findings specified in the portion of the medical report content with the core finding instance, and generate a fine-grained finding descriptor data structure for the core finding instance based on the association of one or more modifiers of the core finding with the core finding instance.

IPC Classes  ?

• G06F 40/284 - Lexical analysis, e.g. tokenisation or collocates
• G16H 30/20 - ICT specially adapted for the handling or processing of medical images for handling medical images, e.g. DICOM, HL7 or PACS
• G16H 30/40 - ICT specially adapted for the handling or processing of medical images for processing medical images, e.g. editing
• G16H 70/20 - ICT specially adapted for the handling or processing of medical references relating to practices or guidelines
• G16H 70/60 - ICT specially adapted for the handling or processing of medical references relating to pathologies
• G06F 40/247 - ThesaurusesSynonyms
• G16H 50/20 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems
• G06F 16/2455 - Query execution
• G06F 40/205 - Parsing
• G06F 40/289 - Phrasal analysis, e.g. finite state techniques or chunking
• G16H 50/70 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for mining of medical data, e.g. analysing previous cases of other patients

Abstract

Some embodiments of the present invention select image data that are valuable for developing and/or training a deep learning based algorithm. A semi-automated system identifies cases that are the most valuable (most impactful, useful, and/or most effective) for developing and/or training the deep learning algorithm. The semi-automated system monitors a degree of uncertainty in the results produced by an image processing algorithm. Cases where the degree of uncertainty is high, and consequently a confidence score is low, are made ready for analysis, classification, and/or annotation by human review. Once analyzed, classified and/or annotated by human review, the data is made available for use in developing and/or training the deep learning algorithm.

IPC Classes  ?

• G06K 9/00 - Methods or arrangements for reading or recognising printed or written characters or for recognising patterns, e.g. fingerprints
• G16H 30/40 - ICT specially adapted for the handling or processing of medical images for processing medical images, e.g. editing
• G16H 50/20 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems
• G06T 7/00 - Image analysis
• G06T 3/40 - Scaling of whole images or parts thereof, e.g. expanding or contracting
• G06N 20/00 - Machine learning

Abstract

Systems and methods for managing at least one medical image that includes image data and metadata. One method includes generating, at a processor, a number of copies of the at least one medical image, wherein the number of copies is equal to a number of independent reviewers associated with the at least one medical image. Each of the copies includes the image data and the metadata. The method also includes modifying the metadata of each of the copies to include a unique identifier, and storing the copies to at least one image storage device.

IPC Classes  ?

• G16H 10/20 - ICT specially adapted for the handling or processing of patient-related medical or healthcare data for electronic clinical trials or questionnaires
• G16H 30/20 - ICT specially adapted for the handling or processing of medical images for handling medical images, e.g. DICOM, HL7 or PACS
• G16H 30/40 - ICT specially adapted for the handling or processing of medical images for processing medical images, e.g. editing
• G16Z 99/00 - Subject matter not provided for in other main groups of this subclass

Abstract

Aspects of the present invention disclose a method for processing bulk historical data. The method includes one or more processors identifying one or more features of messages of incoming data queries of a computing device, wherein the one or more features include structured and unstructured data. The method further includes aggregating one or more segments of bulk historic data for a plurality of individuals based at least in part on the one or more features of the messages of the incoming data queries. The method further includes determining a classification of each individual of the plurality of individuals based at least in part on the aggregated one or more segments of the bulk historic data. The method further includes prioritizing processing of the aggregated one or more segments of the bulk historic data based at least in part on the classification of each individual of the plurality of individuals.

IPC Classes  ?

• G16H 50/70 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for mining of medical data, e.g. analysing previous cases of other patients
• G16H 10/60 - ICT specially adapted for the handling or processing of patient-related medical or healthcare data for patient-specific data, e.g. for electronic patient records
• G16H 15/00 - ICT specially adapted for medical reports, e.g. generation or transmission thereof
• G06F 16/28 - Databases characterised by their database models, e.g. relational or object models
• G06F 16/2455 - Query execution
• G06N 20/00 - Machine learning

Abstract

Mechanisms are provided to implement a machine learning training model. The machine learning training model trains an image generator of a generative adversarial network (GAN) to generate medical images approximating actual medical images. The machine learning training model augments a set of training medical images to include one or more generated medical images generated by the image generator of the GAN. The machine learning training model trains a machine learning model based on the augmented set of training medical images to identify anomalies in medical images. The trained machine learning model is applied to new medical image inputs to classify the medical images as having an anomaly or not.

IPC Classes  ?

• G16H 30/40 - ICT specially adapted for the handling or processing of medical images for processing medical images, e.g. editing
• G16H 30/20 - ICT specially adapted for the handling or processing of medical images for handling medical images, e.g. DICOM, HL7 or PACS
• G06T 7/00 - Image analysis
• A61B 6/00 - Apparatus or devices for radiation diagnosisApparatus or devices for radiation diagnosis combined with radiation therapy equipment
• G06N 5/02 - Knowledge representationSymbolic representation
• G06N 20/00 - Machine learning
• G06N 3/08 - Learning methods
• G06N 3/04 - Architecture, e.g. interconnection topology
• G06K 9/62 - Methods or arrangements for recognition using electronic means
• G06N 5/022 - Knowledge engineeringKnowledge acquisition
• G06N 3/082 - Learning methods modifying the architecture, e.g. adding, deleting or silencing nodes or connections

Abstract

A system, method, and computer program product for treatment planning are disclosed. The system includes at least one processing component, at least one memory component, a training module, a retrieval module, and a plan generator. The training module generates hash codes by hashing features from data sources with data source-specific hash functions, and generates superclass hash codes by hashing the generated hash codes with at least one superclass hash function. The retrieval module extracts features from case data, and locates features from the data sources that are similar to the extracted features. The plan generator calculates outcome probabilities for the case data based on known outcomes associated with the located features.

IPC Classes  ?

• G06F 17/00 - Digital computing or data processing equipment or methods, specially adapted for specific functions
• G06F 7/00 - Methods or arrangements for processing data by operating upon the order or content of the data handled
• G06T 7/00 - Image analysis
• G06N 20/00 - Machine learning
• G06F 16/583 - Retrieval characterised by using metadata, e.g. metadata not derived from the content or metadata generated manually using metadata automatically derived from the content
• G06V 10/40 - Extraction of image or video features

Abstract

Mechanisms are provided for determining a measure of radiodensity of anatomical structures of interest and classifying medical imaging study data structures (studies) with regard to contrast phase. In some embodiments, this classification may be used to select/exclude slices for processing by other downstream computing systems. A subset of slices are selected from the study and, for each slice in the subset, a corresponding body part regression (BPR) score is determined. A linear regression on the BPR scores is performed and a representative slice is selected based on results of the linear regression. The representative slice is segmented and a statistical measure of a radiodensity metric for each segment in the representative slice is determined.

IPC Classes  ?

• G06K 9/62 - Methods or arrangements for recognition using electronic means
• G06K 9/00 - Methods or arrangements for reading or recognising printed or written characters or for recognising patterns, e.g. fingerprints
• G06K 9/46 - Extraction of features or characteristics of the image
• A61B 8/08 - Clinical applications
• A61B 5/055 - Detecting, measuring or recording for diagnosis by means of electric currents or magnetic fieldsMeasuring using microwaves or radio waves involving electronic [EMR] or nuclear [NMR] magnetic resonance, e.g. magnetic resonance imaging
• A61B 6/00 - Apparatus or devices for radiation diagnosisApparatus or devices for radiation diagnosis combined with radiation therapy equipment

Abstract

Mechanisms are provided to implement an automated medical imaging report generator which receives an input medical image and inputs the input medical image into a machine learning (ML) computer model trained to predict finding labels based on patterns of image features extracted from the medical image. The ML computer model generates a prediction of a finding label applicable to the input medical image in terms of a finding label prediction output vector. Based on the finding label prediction output vector, a lookup operation is performed, in a medical report database of previously processed medical imaging report data structures, to find a matching medical imaging report data structure corresponding to the finding label. An output medical imaging report is generated for the input medical image based on natural language content of the matching medical imaging report data structure.

IPC Classes  ?

• G06K 9/00 - Methods or arrangements for reading or recognising printed or written characters or for recognising patterns, e.g. fingerprints
• G16H 30/40 - ICT specially adapted for the handling or processing of medical images for processing medical images, e.g. editing
• G06T 7/00 - Image analysis
• G06N 3/08 - Learning methods
• G06F 40/40 - Processing or translation of natural language

Abstract

An AI system may receive an image. The AI system may include a first AI model trained using labeled training images including images from prior mammograms to predict cancer and a second AI model trained using labeled training images including images from current mammograms to classify mammogram images. The second AI model may be initialized using the weights of the first AI model using transfer learning. The AI system may receive a classification output indicating a likely current breast cancer diagnosis or a likelihood of the user to develop breast cancer in the future.

IPC Classes  ?

• G06T 7/00 - Image analysis
• G16H 50/20 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems
• G16H 50/30 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for calculating health indicesICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for individual health risk assessment
• G06F 18/214 - Generating training patternsBootstrap methods, e.g. bagging or boosting

Abstract

An approach for training, on a computer, one or more deep learning algorithms with a plurality of mammograms with known outcomes based, at least in part, on using a set of mammograms of each patient in the plurality of mammograms. The approach includes receiving a first set of mammograms of a first patient. The first set of mammograms includes an unevaluated mammogram of the first patient and a set of prior mammograms of the first patient. The approach includes the trained convolutional neural network extracting the set of features from each mammogram of the set of mammograms of the first patient. Furthermore, the approach includes using a second deep learning algorithm of the one or more deep learning algorithms to perform an evaluation of the unevaluated mammogram of the first patient based, at least in part, on the set of prior mammograms of the first patient.

IPC Classes  ?

• G06K 9/00 - Methods or arrangements for reading or recognising printed or written characters or for recognising patterns, e.g. fingerprints
• G06T 7/00 - Image analysis
• G16H 50/70 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for mining of medical data, e.g. analysing previous cases of other patients
• G16H 30/20 - ICT specially adapted for the handling or processing of medical images for handling medical images, e.g. DICOM, HL7 or PACS
• G06K 9/62 - Methods or arrangements for recognition using electronic means
• G06N 3/08 - Learning methods

Abstract

According to one or more embodiments of the present invention, an input request to a natural language processing (NLP) system is optimized. A window-size is selected for annotating an input corpus. The corpus is divided into partitions of the window-size, each partition processed separately. Further, a first set of entities is identified in a first partition, and a second set of entities in a second partition. Further, a third partition containing a first segment and a second segment is determined. The first segment overlaps the first partition, and the second segment overlaps the second partition. The method further includes identifying a third set of entities in the third partition. In response to the third set of entities being distinct from a set of entities from the first segment and the second segment, the window-size is adjusted. The input request for the NLP system is generated using the adjusted window-size.

IPC Classes  ?

• G06F 40/166 - Editing, e.g. inserting or deleting
• G06F 40/279 - Recognition of textual entities

Abstract

Automated assignment of confidence levels to medical diagnoses in a machine learning training data with respect to annotations made upon review of medical records such as x-ray films and test results. Confidence levels support machine learning for computer-aided diagnostic activity.

IPC Classes  ?

• G06N 3/08 - Learning methods
• G06N 3/04 - Architecture, e.g. interconnection topology
• G16H 50/20 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems
• G16H 10/60 - ICT specially adapted for the handling or processing of patient-related medical or healthcare data for patient-specific data, e.g. for electronic patient records
• G16H 30/40 - ICT specially adapted for the handling or processing of medical images for processing medical images, e.g. editing

Abstract

Provided is a method for adapting an artificial intelligence (AI) model. The method includes comparing a distribution of a clinical data characteristic of a genuine dataset with a target distribution of the clinical data characteristic to identify any categories of the clinical data characteristic that are underrepresented in the genuine dataset. The method further includes generating an artificial test dataset based on the result of the comparison. The method further includes generating training data based on the artificial test dataset. The method further includes providing the training data to the AI model to adapt the AI model.

IPC Classes  ?

• G06N 3/08 - Learning methods
• G16H 50/20 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems
• G06N 3/04 - Architecture, e.g. interconnection topology

Abstract

A computer implemented method, a data processing system and a computer program product to determine a likelihood of pneumothorax of a patient, the method including assessing a digital image of a chest x-ray of the patient, applying a standard detection pipeline to the digital image, applying a confounding factor detector to the digital image, and applying a high-resolution detection pipeline to the digital image.

IPC Classes  ?

• G06T 7/00 - Image analysis
• G16H 50/30 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for calculating health indicesICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for individual health risk assessment
• G16H 30/40 - ICT specially adapted for the handling or processing of medical images for processing medical images, e.g. editing
• G16H 50/20 - ICT specially adapted for medical diagnosis, medical simulation or medical data miningICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems
• G06N 20/00 - Machine learning
• G06T 1/20 - Processor architecturesProcessor configuration, e.g. pipelining
• G06T 7/11 - Region-based segmentation
• A61B 6/00 - Apparatus or devices for radiation diagnosisApparatus or devices for radiation diagnosis combined with radiation therapy equipment
• A61B 5/00 - Measuring for diagnostic purposes Identification of persons
• A61B 6/12 - Arrangements for detecting or locating foreign bodies
• G06T 7/70 - Determining position or orientation of objects or cameras