SG11201701963UA - Bayesian causal relationship network models for healthcare diagnosis and treatment based on patient data - Google Patents

Bayesian causal relationship network models for healthcare diagnosis and treatment based on patient data

Info

Publication number
SG11201701963UA
SG11201701963UA SG11201701963UA SG11201701963UA SG11201701963UA SG 11201701963U A SG11201701963U A SG 11201701963UA SG 11201701963U A SG11201701963U A SG 11201701963UA SG 11201701963U A SG11201701963U A SG 11201701963UA SG 11201701963U A SG11201701963U A SG 11201701963UA
Authority
SG
Singapore
Prior art keywords
patient data
causal relationship
treatment based
network models
relationship network
Prior art date
Application number
SG11201701963UA
Inventor
Niven Rajin Narain
Viatcheslav R Akmaev
Vijetha Vemulapalli
Original Assignee
Berg Llc
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Berg Llc filed Critical Berg Llc
Publication of SG11201701963UA publication Critical patent/SG11201701963UA/en

Links

Classifications

    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N7/00—Computing arrangements based on specific mathematical models
    • G06N7/01—Probabilistic graphical models, e.g. probabilistic networks
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/50—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for simulation or modelling of medical disorders
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/70—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for mining of medical data, e.g. analysing previous cases of other patients

Landscapes

  • Engineering & Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • Public Health (AREA)
  • Medical Informatics (AREA)
  • Data Mining & Analysis (AREA)
  • Physics & Mathematics (AREA)
  • Pathology (AREA)
  • Databases & Information Systems (AREA)
  • Epidemiology (AREA)
  • General Health & Medical Sciences (AREA)
  • Primary Health Care (AREA)
  • Biomedical Technology (AREA)
  • Theoretical Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Artificial Intelligence (AREA)
  • Computing Systems (AREA)
  • Evolutionary Computation (AREA)
  • Algebra (AREA)
  • Mathematical Analysis (AREA)
  • Mathematical Optimization (AREA)
  • Pure & Applied Mathematics (AREA)
  • Computational Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • Mathematical Physics (AREA)
  • Software Systems (AREA)
  • Probability & Statistics with Applications (AREA)
  • Medical Treatment And Welfare Office Work (AREA)
  • Measuring And Recording Apparatus For Diagnosis (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
SG11201701963UA 2014-09-11 2015-09-11 Bayesian causal relationship network models for healthcare diagnosis and treatment based on patient data SG11201701963UA (en)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US201462049148P 2014-09-11 2014-09-11
PCT/US2015/049552 WO2016040725A1 (en) 2014-09-11 2015-09-11 Bayesian causal relationship network models for healthcare diagnosis and treatment based on patient data

Publications (1)

Publication Number Publication Date
SG11201701963UA true SG11201701963UA (en) 2017-04-27

Family

ID=55459589

Family Applications (2)

Application Number Title Priority Date Filing Date
SG10201902151UA SG10201902151UA (en) 2014-09-11 2015-09-11 Bayesian causal relationship network models for healthcare diagnosis and treatment based on patient data
SG11201701963UA SG11201701963UA (en) 2014-09-11 2015-09-11 Bayesian causal relationship network models for healthcare diagnosis and treatment based on patient data

Family Applications Before (1)

Application Number Title Priority Date Filing Date
SG10201902151UA SG10201902151UA (en) 2014-09-11 2015-09-11 Bayesian causal relationship network models for healthcare diagnosis and treatment based on patient data

Country Status (13)

Country Link
US (3) US10482385B2 (en)
EP (1) EP3191975A4 (en)
JP (1) JP6916107B2 (en)
KR (1) KR102662004B1 (en)
CN (2) CN107111603A (en)
AU (2) AU2015314956A1 (en)
CA (1) CA2960837A1 (en)
HK (1) HK1243509A1 (en)
IL (1) IL250966B (en)
NZ (1) NZ730197A (en)
SG (2) SG10201902151UA (en)
WO (1) WO2016040725A1 (en)
ZA (1) ZA201701611B (en)

Families Citing this family (44)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN107111603A (en) 2014-09-11 2017-08-29 博格有限责任公司 Bayes's causality network model that health care is diagnosed and treated is used for based on patient data
US20210280317A1 (en) * 2014-10-07 2021-09-09 AlignCare Services, LLC. System and Method for Improving Health Care Management and Compliance
US11443206B2 (en) 2015-03-23 2022-09-13 Tibco Software Inc. Adaptive filtering and modeling via adaptive experimental designs to identify emerging data patterns from large volume, high dimensional, high velocity streaming data
US10839024B2 (en) * 2016-06-20 2020-11-17 Tibco Software Inc. Detecting important variables and their interactions in big data
EP3465200A4 (en) * 2016-06-05 2020-07-08 Berg LLC Systems and methods for patient stratification and identification of potential biomarkers
US11182229B2 (en) * 2016-12-16 2021-11-23 Sap Se Data processing for predictive analytics
US11315685B2 (en) * 2017-01-25 2022-04-26 UCB Biopharma SRL Method and system for predicting optimal epilepsy treatment regimes
KR101830314B1 (en) 2017-07-26 2018-02-20 재단법인 구미전자정보기술원 A method of providing information for the diagnosis of pancreatic cancer using bayesian network based on artificial intelligence, computer program, and computer-readable recording media using the same
US10699450B2 (en) 2017-09-28 2020-06-30 International Business Machines Corporation Interactive tool for causal graph construction
US11164678B2 (en) * 2018-03-06 2021-11-02 International Business Machines Corporation Finding precise causal multi-drug-drug interactions for adverse drug reaction analysis
CN110555047B (en) * 2018-03-29 2024-03-15 日本电气株式会社 Data processing method and electronic equipment
CN110322019A (en) * 2018-03-29 2019-10-11 日本电气株式会社 For handling the method, system and storage medium of data set
US11694800B2 (en) * 2018-05-09 2023-07-04 International Business Machines Corporation Medical diagnosis system with continuous learning and reasoning
US11276494B2 (en) 2018-05-11 2022-03-15 International Business Machines Corporation Predicting interactions between drugs and diseases
CN110827988B (en) * 2018-08-14 2022-10-21 上海明品医学数据科技有限公司 Control method for medical data research based on mobile terminal
WO2020097122A1 (en) * 2018-11-05 2020-05-14 Children's Hospital Medical Center Computation model of learning networks
CN110147878B (en) * 2018-11-28 2023-01-31 腾讯科技（深圳）有限公司 Data processing method, device and equipment
CN112233736B (en) * 2019-01-15 2022-09-16 合肥工业大学 Knowledge base construction method and system
WO2020154573A1 (en) 2019-01-25 2020-07-30 Children's Hospital Medical Center Bayesian causal inference models for healthcare treatment using real world patient data
KR102238762B1 (en) 2019-01-31 2021-04-16 주식회사 이노제닉스 Image recognition system for diagnosis sepsis by reading the result of reverse blot hybridization assay and image recognition method using the same
WO2020243965A1 (en) * 2019-06-06 2020-12-10 Nec Corporation Causal analysis
US11468994B2 (en) * 2019-06-28 2022-10-11 Cerner Innovation, Inc. Pneumonia readmission prevention
US12100515B2 (en) * 2019-07-11 2024-09-24 International Business Machines Corporation Altering a targeted brain therapeutic based on a brain circuit model
US20220270757A1 (en) * 2019-08-02 2022-08-25 Intellijoint Surgical Inc. Systems and methods to collaborate, to train an expert system and to provide an expert system
US11107555B2 (en) 2019-10-02 2021-08-31 Kpn Innovations, Llc Methods and systems for identifying a causal link
US11645565B2 (en) 2019-11-12 2023-05-09 Optum Services (Ireland) Limited Predictive data analysis with cross-temporal probabilistic updates
KR102272296B1 (en) * 2019-11-25 2021-07-02 (주)오렌지아이 Secondary battery performance evaluation support apparatus, performance evaluation data storing and analysis system, and using method thereof
US12106842B2 (en) 2020-01-31 2024-10-01 Direct Supply, Inc. Systems, methods, and media for automated dietary management in healthcare facilities
US11552785B2 (en) * 2020-04-02 2023-01-10 Epidaurus Health, Inc. Methods and systems for a synchronized distributed data structure for federated machine learning
US20230154628A1 (en) * 2020-04-07 2023-05-18 Nippon Telegraph And Telephone Corporation Analysis apparatus, analysis method and program
CN113554449A (en) * 2020-04-23 2021-10-26 阿里巴巴集团控股有限公司 Commodity variable prediction method, commodity variable prediction device, and computer-readable medium
US11797776B2 (en) * 2020-09-07 2023-10-24 Accenture Global Solutions Limited Utilizing machine learning models and in-domain and out-of-domain data distribution to predict a causality relationship between events expressed in natural language text
US11335443B1 (en) 2020-09-07 2022-05-17 OpenNano Pte. Ltd. Phenotypic patient data derivation from economic data
CN112185583B (en) * 2020-10-14 2022-05-31 天津之以科技有限公司 Data mining quarantine method based on Bayesian network
US11763325B2 (en) * 2020-11-13 2023-09-19 Adobe Inc. Automated discovery of causal relationships in mixed datasets
CN112614595A (en) * 2020-12-25 2021-04-06 联仁健康医疗大数据科技股份有限公司 Survival analysis model construction method and device, electronic terminal and storage medium
US20220246297A1 (en) * 2021-02-01 2022-08-04 Anthem, Inc. Causal Recommender Engine for Chronic Disease Management
CN113436725B (en) * 2021-06-24 2023-06-23 深圳平安智慧医健科技有限公司 Data processing method, system, computer device and computer readable storage medium
CN113221391B (en) * 2021-07-08 2021-09-07 中国电子科技集团公司第九研究所 Method for guiding material size parameter screening by analyzing circulator performance by BIC criterion
KR20230027810A (en) * 2021-08-20 2023-02-28 가톨릭대학교 산학협력단 Apparatus, method and recording medium for prognostic prediction
CN114176600B (en) * 2021-12-28 2023-10-20 上海交通大学 Electrocardiogram ST segment abnormality discrimination system based on causal analysis
CN115424741B (en) * 2022-11-02 2023-03-24 之江实验室 Adverse drug reaction signal discovery method and system based on cause and effect discovery
KR20240084699A (en) 2022-12-07 2024-06-14 주식회사 디케이닥터 User authentication system to improve the effectiveness of health device measurement data
CN117637184B (en) * 2023-12-22 2024-06-04 湖北省疾病预防控制中心（湖北省预防医学科学院） Bayesian sensitivity analysis method and system for longitudinal data

Family Cites Families (61)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5918200A (en) 1992-08-31 1999-06-29 Yamatake-Honeywell Co., Ltd. State estimating apparatus
WO1997029447A2 (en) 1996-02-09 1997-08-14 Adeza Biomedical Corporation Method for selecting medical and biochemical diagnostic tests using neural network-related applications
US6678669B2 (en) * 1996-02-09 2004-01-13 Adeza Biomedical Corporation Method for selecting medical and biochemical diagnostic tests using neural network-related applications
US6763307B2 (en) 2000-03-06 2004-07-13 Bioseek, Inc. Patient classification
WO2002072871A2 (en) 2001-03-13 2002-09-19 Ashni Naturaceuticals, Inc. Method for association of genomic and proteomic pathways associated with physiological or pathophysiological processes
US8000949B2 (en) 2001-06-18 2011-08-16 Genego, Inc. Methods for identification of novel protein drug targets and biomarkers utilizing functional networks
US7393656B2 (en) 2001-07-10 2008-07-01 The Board Of Trustees Of The Leland Stanford Junior University Methods and compositions for risk stratification
US7415359B2 (en) 2001-11-02 2008-08-19 Gene Network Sciences, Inc. Methods and systems for the identification of components of mammalian biochemical networks as targets for therapeutic agents
AU2002304965A1 (en) 2002-05-24 2003-12-12 Zensun (Shanghai) Sci-Tech.Ltd Neuregulin based methods and compositions for treating viral myocarditis and dilated cardiomyopathy
AU2003270041A1 (en) 2002-08-29 2004-03-19 Gene Network Sciences, Inc. Systems and methods for inferring biological networks
CA2499513A1 (en) * 2002-09-20 2004-04-01 Board Of Regents, University Of Texas System Computer program products, systems and methods for information discovery and relational analysis
CN1714371A (en) 2002-11-19 2005-12-28 Gni美国公司 Nonlinear modeling of gene networks from time series gene expression data
JP4288345B2 (en) 2003-06-19 2009-07-01 独立行政法人産業技術総合研究所 New epilepsy model animal
EP1512970A1 (en) 2003-09-05 2005-03-09 Nederlandse Organisatie voor toegepast-natuurwetenschappelijk Onderzoek TNO Method for determining the impact of a multicomponent mixture on the biological profile of a disease
JPWO2005035780A1 (en) 2003-10-14 2006-12-21 株式会社セルフリーサイエンス New screening method for indicator substances
CA2578670C (en) 2004-04-15 2017-03-07 University Of Florida Research Foundation, Inc. Neural proteins as biomarkers for nervous system injury and other neural disorders
WO2005107412A2 (en) 2004-04-30 2005-11-17 Rosetta Inpharmatics Llc Systems and methods for reconstruction gene networks in segregating populations
EP1607898A3 (en) 2004-05-18 2006-03-29 Neal E. Solomon A bioinformatics system for functional proteomics modelling
GB0419124D0 (en) 2004-08-27 2004-09-29 Proteome Sciences Plc Methods and compositions relating to Alzheimer's disease
US20100316629A1 (en) 2004-09-01 2010-12-16 Shaughnessy Jr John D Use of gene expression profiling to predict survival in cancer patient
CA2587765A1 (en) 2004-11-17 2006-05-26 Immunivest Corporation Magnetic enrichment of circulating cells, fragments and debris for enabling hts proteomics and genomics in disease detection
WO2006079092A2 (en) 2005-01-24 2006-07-27 The Board Of Trustees Of The Leland Stanford Junior University Method for modeling cell signaling systems by means of bayesian networks
EP1866818A1 (en) 2005-03-31 2007-12-19 Koninklijke Philips Electronics N.V. System and method for collecting evidence pertaining to relationships between biomolecules and diseases
US20090132171A1 (en) 2005-05-31 2009-05-21 Jcl Bioassay Corporation Screening Method for Specific Protein in Proteome Comprehensive Analysis
US7906116B2 (en) 2005-09-01 2011-03-15 Parkash Gill Methods for using and identifying modulators of Delta-like 4
WO2007039255A1 (en) 2005-09-30 2007-04-12 Universiteit Maastricht Tumor angiogenesis associated genes and a method for their identification
US20080281170A1 (en) * 2005-11-08 2008-11-13 Koninklijke Philips Electronics N.V. Method for Detecting Critical Trends in Multi-Parameter Patient Monitoring and Clinical Data Using Clustering
EP1840574A1 (en) 2006-03-30 2007-10-03 Institut Pasteur Use of the alpha chain of brain spectrin and fragments thereof, for diagnosing cerebral diseases
US20080046290A1 (en) * 2006-08-21 2008-02-21 Cerner Innovation, Inc. System and method for compiling and displaying discharge instructions for a patient
WO2008060620A2 (en) 2006-11-15 2008-05-22 Gene Network Sciences, Inc. Systems and methods for modeling and analyzing networks
KR20150113216A (en) * 2006-12-05 2015-10-07 디코드 제네틱스 이에이치에프 Genetic markers for risk management of cardiac arrhythmia
CN101105841B (en) 2007-02-12 2011-06-15 浙江大学 Method for constructing gene controlled subnetwork by large scale gene chip expression profile data
US8140270B2 (en) 2007-03-22 2012-03-20 National Center For Genome Resources Methods and systems for medical sequencing analysis
US20090117562A1 (en) 2007-04-09 2009-05-07 Valerie Wailin Hu Method and kit for diagnosing Autism using gene expression profiling
WO2009020684A1 (en) 2007-05-16 2009-02-12 Edsa Micro Corporation Real-time predictive systems for intelligent energy monitoring and management of electrical power networks
JP2009050171A (en) 2007-08-23 2009-03-12 Toyobo Co Ltd Method for detecting phosphorylation on substrate by surface plasmon resonance
DE102007044380A1 (en) 2007-09-17 2009-03-19 Siemens Ag Computer-aided studying of probabilistic network from data record of measured, experimentally determined and/or empirical values, comprises studying structure of non-directed graphs having nodes and non-directed edges from the data record
US8478544B2 (en) * 2007-11-21 2013-07-02 Cosmosid Inc. Direct identification and measurement of relative populations of microorganisms with direct DNA sequencing and probabilistic methods
US7895146B2 (en) 2007-12-03 2011-02-22 Microsoft Corporation Time modulated generative probabilistic models for automated causal discovery that monitors times of packets
WO2009105718A1 (en) 2008-02-20 2009-08-27 The Children's Hospital Of Philadelphia Genetic alterations associated with autism and the autistic phenotype and methods of use thereof for the diagnosis and treatmemt of autism
US8173369B2 (en) 2008-05-15 2012-05-08 The Regents Of The University Of California Peripheral gene expression biomarkers for autism
US8005770B2 (en) * 2008-06-09 2011-08-23 Microsoft Corporation Parallel generation of a bayesian network
EP2318548B1 (en) 2008-08-15 2013-10-16 Merrimack Pharmaceuticals, Inc. Methods and systems for predicting response of cells to a therapeutic agent
JP5667567B2 (en) * 2008-08-15 2015-02-12 コーニンクレッカ フィリップス エヌ ヴェ Imaging enhanced by the model
WO2010045463A2 (en) * 2008-10-15 2010-04-22 Government Of The United States As Represented By The Secretary Of The Army Clinical decision model
GB2477705B (en) 2008-11-17 2014-04-23 Veracyte Inc Methods and compositions of molecular profiling for disease diagnostics
WO2010056982A2 (en) 2008-11-17 2010-05-20 The George Washington University Compositions and methods for identifying autism spectrum disorders
WO2010132479A2 (en) 2009-05-11 2010-11-18 Cytotech Labs, Llc Methods for the diagnosis of metabolic disorders using epimetabolic shifters, multidimensional intracellular molecules, or environmental influencers
US20110202486A1 (en) * 2009-07-21 2011-08-18 Glenn Fung Healthcare Information Technology System for Predicting Development of Cardiovascular Conditions
US20110059861A1 (en) 2009-09-08 2011-03-10 Nodality, Inc. Analysis of cell networks
WO2011060314A1 (en) 2009-11-12 2011-05-19 eTenum, LLC Method and system for optimal estimation in medical diagnosis
US20130123124A1 (en) 2010-03-12 2013-05-16 Children's Medical Center Corporation Methods and compositions for characterizing autism spectrum disorder based on gene expression patterns
US20130023574A1 (en) 2010-03-31 2013-01-24 National University Corporation Kumamoto University Method for generating data set for integrated proteomics, integrated proteomics method using data set for integrated proteomics that is generated by the generation method, and method for identifying causative substance using same
US11195213B2 (en) * 2010-09-01 2021-12-07 Apixio, Inc. Method of optimizing patient-related outcomes
MY181093A (en) 2011-03-02 2020-12-17 Berg Llc Interrogatory cell-based assays and uses thereof
SG188320A1 (en) * 2011-08-31 2013-04-30 Apixio Inc Medical information navigation engine (mine) system
CN103107315B (en) 2011-11-10 2016-03-30 北京有色金属研究总院 A kind of nano-silicone wire/carbon composite material and preparation method thereof
CN104364393A (en) 2012-03-05 2015-02-18 博格有限责任公司 Compositions and methods for diagnosis and treatment of pervasive developmental disorder
MX357392B (en) 2012-04-02 2018-07-06 Berg Llc Interrogatory cell-based assays and uses thereof.
BR112014028801A2 (en) 2012-05-22 2017-07-25 Berg Llc interrogative cell-based assays to identify drug-induced toxicity markers
CN107111603A (en) 2014-09-11 2017-08-29 博格有限责任公司 Bayes's causality network model that health care is diagnosed and treated is used for based on patient data

Also Published As

Publication number Publication date
US20200143278A1 (en) 2020-05-07
WO2016040725A1 (en) 2016-03-17
US20240169223A1 (en) 2024-05-23
KR102662004B1 (en) 2024-04-29
SG10201902151UA (en) 2019-04-29
HK1243509A1 (en) 2018-07-13
CN114203296A (en) 2022-03-18
ZA201701611B (en) 2019-09-25
CA2960837A1 (en) 2016-03-17
AU2020244596B2 (en) 2023-02-23
US10482385B2 (en) 2019-11-19
AU2015314956A1 (en) 2017-04-06
NZ730197A (en) 2022-07-01
EP3191975A4 (en) 2018-04-18
AU2020244596A1 (en) 2020-11-05
US20160171383A1 (en) 2016-06-16
EP3191975A1 (en) 2017-07-19
KR20170058391A (en) 2017-05-26
JP2017537365A (en) 2017-12-14
IL250966A0 (en) 2017-04-30
JP6916107B2 (en) 2021-08-11
IL250966B (en) 2021-07-29
US11734593B2 (en) 2023-08-22
CN107111603A (en) 2017-08-29

Similar Documents

Publication Publication Date Title
HK1243509A1 (en) Bayesian causal relationship network models for healthcare diagnosis and treatment based on patient data
EP3132417A4 (en) Patient care and health information management systems and methods
EP3171766A4 (en) Apparatus, devices and methods for in vivo imaging and diagnosis
IL246894A0 (en) Biomedical devices for real time medical condition monitoring using biometric based information communication
GB2531651B (en) Storage device health diagnosis
EP3023051A4 (en) Diagnostic apparatus using habit, diagnosis management apparatus, and diagnostic method using same
GB2545083B (en) Prognostics and health management system
EP3155971A4 (en) Medical diagnostic device, medical diagnostic device operation method, and medical diagnostic device operation program
GB201502033D0 (en) Methods and systems for analyzing healthcare data
EP3153974A4 (en) Medical care data search system
GB201413357D0 (en) Antibodies for treatment and diagnosis
EP3117770A4 (en) Medical imaging system and operation method therefor
HK1249957A1 (en) Health lending system and method using probabilistic graph models
GB2561300B (en) Method and system for diagnosing disease and generating treatment recommendations
EP3196835A4 (en) Method for outputting and inputting examination subject clinical examination data
IL250698A0 (en) Medical simulator handpiece
IL250692B (en) Medical treatments based on anamorelin
IL250699A0 (en) Medical procedure simulator
GB201507058D0 (en) System and method for monitoring patient physiological data
IL250706A0 (en) Medical simulator handpiece
EP3116404A4 (en) Medical diagnostic apparatus and operating method thereof
EP3185777A4 (en) System and related method for monitoring cleaning and sanitization efforts of care givers using stethoscopes
EP3116435A4 (en) System and method for health imaging informatics
EP3118325A4 (en) Blood disease diagnosis
SG11201606489WA (en) Zero-type system and method for capturing medical records and providing prescriptions