BR112022014259A2 - Sistemas e métodos de aprendizado de máquina médica - Google Patents

Sistemas e métodos de aprendizado de máquina médica

Info

Publication number
BR112022014259A2
BR112022014259A2 BR112022014259A BR112022014259A BR112022014259A2 BR 112022014259 A2 BR112022014259 A2 BR 112022014259A2 BR 112022014259 A BR112022014259 A BR 112022014259A BR 112022014259 A BR112022014259 A BR 112022014259A BR 112022014259 A2 BR112022014259 A2 BR 112022014259A2
Authority
BR
Brazil
Prior art keywords
medical
methods
logic engine
machine learning
module
Prior art date
Application number
BR112022014259A
Other languages
English (en)
Inventor
Ramez Zacharia John
Original Assignee
Baxter Int
Baxter Healthcare Sa
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 Baxter Int, Baxter Healthcare Sa filed Critical Baxter Int
Publication of BR112022014259A2 publication Critical patent/BR112022014259A2/pt

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Classifications

    • 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
    • G16H50/20—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00—Computing arrangements using knowledge-based models
    • G06N5/02—Knowledge representation; Symbolic representation
    • G06N5/027—Frames
    • 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
    • G16H10/00—ICT specially adapted for the handling or processing of patient-related medical or healthcare data
    • G16H10/60—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
    • 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
    • G16H15/00—ICT specially adapted for medical reports, e.g. generation or transmission thereof
    • 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
    • G16H40/00—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices
    • G16H40/20—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT 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
    • 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
    • G16H40/00—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices
    • G16H40/40—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices for the management of medical equipment or devices, e.g. scheduling maintenance or upgrades
    • 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
    • G16H40/00—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices
    • G16H40/60—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices for the operation of medical equipment or devices
    • G16H40/63—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices for the operation of medical equipment or devices for local operation
    • 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
    • G16H40/00—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices
    • G16H40/60—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices for the operation of medical equipment or devices
    • G16H40/67—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices for the operation of medical equipment or devices for remote operation
    • 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
    • G16H50/30—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for calculating health indices; for individual health risk assessment
    • 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)
  • Medical Informatics (AREA)
  • Public Health (AREA)
  • Biomedical Technology (AREA)
  • Epidemiology (AREA)
  • General Health & Medical Sciences (AREA)
  • Primary Health Care (AREA)
  • Data Mining & Analysis (AREA)
  • Business, Economics & Management (AREA)
  • General Business, Economics & Management (AREA)
  • Pathology (AREA)
  • Databases & Information Systems (AREA)
  • Theoretical Computer Science (AREA)
  • Software Systems (AREA)
  • Evolutionary Computation (AREA)
  • Physics & Mathematics (AREA)
  • Computing Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Mathematical Physics (AREA)
  • Artificial Intelligence (AREA)
  • Computational Linguistics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Measuring And Recording Apparatus For Diagnosis (AREA)
  • Medical Treatment And Welfare Office Work (AREA)

Abstract

SISTEMAS E MÉTODOS DE APRENDIZADO DE MÁQUINA MÉDICA. A presente invenção refere-se a métodos e sistemas para fornecer suporte de decisão clínica relacionada aos rins. Em um exemplo, um sistema de tratamento médico inclui várias máquinas médicas localizadas em cada um dos vários hospitais. Pelo menos uma máquina médica de cada hospital gera dados de saída de máquina. O sistema de tratamento médico também inclui várias fontes de dados externas às máquinas médicas e um mecanismo lógico implementado em um computador. O mecanismo lógico é configurado para obter um módulo formado por meio de dados a partir de várias fontes e dos dados de saída de máquina. O módulo quantifica uma avaliação de risco para uma condição de saúde adversa de um paciente submetido a tratamento por uma das máquinas médicas. O mecanismo lógico também é configurado para comparar um resultado do módulo para um valor de referência clínico para a condição de saúde adversa, e fornecer notificação com base na comparação.
BR112022014259A 2020-02-18 2021-02-17 Sistemas e métodos de aprendizado de máquina médica BR112022014259A2 (pt)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US202062977850P 2020-02-18 2020-02-18
PCT/US2021/018376 WO2021167979A1 (en) 2020-02-18 2021-02-17 Medical machine learning system and method

Publications (1)

Publication Number Publication Date
BR112022014259A2 true BR112022014259A2 (pt) 2022-09-20

Family

ID=74859525

Family Applications (1)

Application Number Title Priority Date Filing Date
BR112022014259A BR112022014259A2 (pt) 2020-02-18 2021-02-17 Sistemas e métodos de aprendizado de máquina médica

Country Status (6)

Country Link
US (1) US20210257095A1 (pt)
EP (1) EP4107754A1 (pt)
JP (1) JP2023515426A (pt)
CN (1) CN115053298A (pt)
BR (1) BR112022014259A2 (pt)
WO (1) WO2021167979A1 (pt)

Families Citing this family (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11694533B2 (en) * 2021-01-22 2023-07-04 Cilag Gmbh International Predictive based system adjustments based on biomarker trending
US20220375315A1 (en) * 2021-05-18 2022-11-24 Google Llc Adapting notifications based on user activity and environment
US20220384036A1 (en) * 2021-06-01 2022-12-01 Vital Connect, Inc. Scalable architecture system for clinician defined analytics

Family Cites Families (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11437125B2 (en) * 2014-06-13 2022-09-06 University Hospitals Cleveland Medical Center Artificial-intelligence-based facilitation of healthcare delivery
US11504071B2 (en) * 2018-04-10 2022-11-22 Hill-Rom Services, Inc. Patient risk assessment based on data from multiple sources in a healthcare facility
EP3815098A1 (en) * 2018-06-29 2021-05-05 Fresenius Medical Care Holdings, Inc. Systems and methods for identifying risk of infection in dialysis patients
EP3909054A4 (en) * 2019-01-11 2022-10-26 Quadrus Medical Technologies, Inc. SYSTEMS AND METHODS FOR EVALUATION AND EVALUATION OF RENAL FUNCTIONAL DIAGNOSTICS, CLASSIFICATION AND THERAPY RECOMMENDATION

Also Published As

Publication number Publication date
JP2023515426A (ja) 2023-04-13
CN115053298A (zh) 2022-09-13
US20210257095A1 (en) 2021-08-19
WO2021167979A1 (en) 2021-08-26
EP4107754A1 (en) 2022-12-28

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