WO2001026026A3 - Diagnostic local et reseaux de neurones de formation a distance pour diagnostic medical - Google Patents

Diagnostic local et reseaux de neurones de formation a distance pour diagnostic medical Download PDF

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Publication number
WO2001026026A3
WO2001026026A3 PCT/US2000/027220 US0027220W WO0126026A3 WO 2001026026 A3 WO2001026026 A3 WO 2001026026A3 US 0027220 W US0027220 W US 0027220W WO 0126026 A3 WO0126026 A3 WO 0126026A3
Authority
WO
WIPO (PCT)
Prior art keywords
neural network
neural networks
medical
clinical sites
medical condition
Prior art date
Application number
PCT/US2000/027220
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English (en)
Other versions
WO2001026026A2 (fr
Inventor
James K Walker
Stephen A Tuchman
Won Young Choi
Original Assignee
Univ Florida
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 Univ Florida filed Critical Univ Florida
Priority to AU77491/00A priority Critical patent/AU7749100A/en
Publication of WO2001026026A2 publication Critical patent/WO2001026026A2/fr
Publication of WO2001026026A3 publication Critical patent/WO2001026026A3/fr

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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
    • G16H15/00—ICT specially adapted for medical reports, e.g. generation or transmission thereof
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/045—Combinations of 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
    • 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
    • G16H50/20—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
    • 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
    • G16H30/00—ICT specially adapted for the handling or processing of medical images
    • G16H30/20—ICT specially adapted for the handling or processing of medical images for handling medical images, e.g. DICOM, HL7 or PACS

Landscapes

  • Engineering & Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • Biomedical Technology (AREA)
  • General Health & Medical Sciences (AREA)
  • Public Health (AREA)
  • Medical Informatics (AREA)
  • Primary Health Care (AREA)
  • Epidemiology (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Data Mining & Analysis (AREA)
  • Computational Linguistics (AREA)
  • Artificial Intelligence (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Mathematical Physics (AREA)
  • Software Systems (AREA)
  • Molecular Biology (AREA)
  • Evolutionary Computation (AREA)
  • Biophysics (AREA)
  • Computing Systems (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Business, Economics & Management (AREA)
  • General Business, Economics & Management (AREA)
  • Databases & Information Systems (AREA)
  • Pathology (AREA)
  • Medical Treatment And Welfare Office Work (AREA)
  • Measuring And Recording Apparatus For Diagnosis (AREA)

Abstract

La présente invention concerne un procédé et un système de diagnostic d'un état pathologique. Un mode de réalisation spécifique de l'invention met en oeuvre une pluralité de réseaux de neurones en une pluralité correspondante de sites cliniques afin d'assister des physiciens dans le diagnostic d'un état pathologique d'un patient. Chacun des réseaux de neurones peut communiquer avec un serveur associé au réseau central via, par exemple, l'Internet. Le serveur peut recevoir des données concernant le patient pouvant inclure, par exemple, des images, des cordonnées du malade, de paramètres, des renseignements sur la biopsie, et des diagnostics médicaux. Le réseau neuronal central peut être soumis à une formation sur un volume considérable de cas médicaux, provenant d'une pluralité de sites cliniques. Même pour des états pathologiques relativement rares, on peut fournir au réseau neuronal central des cas ayant fait l'objet d'un diagnostic à un taux suffisant permettant une formation efficace du réseau neuronal central. En temps et lieu, on peut transmettre les paramètre optimisés du réseau central ayant été soumis à une formation à chacun des réseaux de neurones dans les sites cliniques. Le réseau neuronal en un site peut ainsi aider un physicien à déterminer de manière fiable la nature et la probabilité d'un état pathologique même lorsque cela dépend d'un grand nombre de coordonnées du malade et même s'il s'agit d'un état pathologique rare.
PCT/US2000/027220 1999-10-04 2000-10-03 Diagnostic local et reseaux de neurones de formation a distance pour diagnostic medical WO2001026026A2 (fr)

Priority Applications (1)

Application Number Priority Date Filing Date Title
AU77491/00A AU7749100A (en) 1999-10-04 2000-10-03 Local diagnostic and remote learning neural networks for medical diagnosis

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US41150299A 1999-10-04 1999-10-04
US09/411,502 1999-10-04

Publications (2)

Publication Number Publication Date
WO2001026026A2 WO2001026026A2 (fr) 2001-04-12
WO2001026026A3 true WO2001026026A3 (fr) 2002-05-16

Family

ID=23629200

Family Applications (1)

Application Number Title Priority Date Filing Date
PCT/US2000/027220 WO2001026026A2 (fr) 1999-10-04 2000-10-03 Diagnostic local et reseaux de neurones de formation a distance pour diagnostic medical

Country Status (2)

Country Link
AU (1) AU7749100A (fr)
WO (1) WO2001026026A2 (fr)

Families Citing this family (25)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US7024370B2 (en) * 2002-03-26 2006-04-04 P) Cis, Inc. Methods and apparatus for early detection of health-related events in a population
EP1378853A1 (fr) * 2002-07-04 2004-01-07 GE Medical Systems Global Technology Company LLC Système numérique d'assistance médicale
US7840421B2 (en) 2002-07-31 2010-11-23 Otto Carl Gerntholtz Infectious disease surveillance system
US20040103001A1 (en) * 2002-11-26 2004-05-27 Mazar Scott Thomas System and method for automatic diagnosis of patient health
US7912528B2 (en) * 2003-06-25 2011-03-22 Siemens Medical Solutions Usa, Inc. Systems and methods for automated diagnosis and decision support for heart related diseases and conditions
US10410308B2 (en) 2006-04-14 2019-09-10 Fuzzmed, Inc. System, method, and device for personal medical care, intelligent analysis, and diagnosis
RU2449281C1 (ru) * 2011-04-01 2012-04-27 Маргарита Александровна Сидорова Способ диагностики патологий системы гемостаза с помощью нейронных сетей
CN105894087A (zh) * 2015-01-26 2016-08-24 华为技术有限公司 用于神经网络中训练参数集的系统和方法
CN109952581A (zh) 2016-09-28 2019-06-28 D5A1有限责任公司 用于机器学习系统的学习教练
US10242443B2 (en) * 2016-11-23 2019-03-26 General Electric Company Deep learning medical systems and methods for medical procedures
US11915152B2 (en) 2017-03-24 2024-02-27 D5Ai Llc Learning coach for machine learning system
CN107729911A (zh) * 2017-07-26 2018-02-23 江西中科九峰智慧医疗科技有限公司 一种基于dr的肺结核智能识别方法及系统
CN108596868A (zh) * 2017-07-26 2018-09-28 江西中科九峰智慧医疗科技有限公司 一种基于深度学习的胸部dr中肺结节识别方法及系统
CN107730484A (zh) * 2017-07-26 2018-02-23 江西中科九峰智慧医疗科技有限公司 一种基于深度学习的异常胸片智能识别方法及系统
CN108596198A (zh) * 2017-07-26 2018-09-28 江西中科九峰智慧医疗科技有限公司 一种基于深度学习的气胸x光图像识别方法及系统
US11321612B2 (en) 2018-01-30 2022-05-03 D5Ai Llc Self-organizing partially ordered networks and soft-tying learned parameters, such as connection weights
CN108846840B (zh) * 2018-06-26 2021-11-09 张茂 肺部超声图像分析方法、装置、电子设备及可读存储介质
US11621081B1 (en) * 2018-11-13 2023-04-04 Iqvia Inc. System for predicting patient health conditions
US10803987B2 (en) * 2018-11-16 2020-10-13 Elekta, Inc. Real-time motion monitoring using deep neural network
CN113632178A (zh) 2019-01-25 2021-11-09 沃德诺希斯医疗技术有限公司 用于中耳炎诊断的机器学习
KR102391817B1 (ko) * 2019-02-18 2022-04-29 주식회사 아이도트 딥 러닝 시스템
US10593431B1 (en) 2019-06-03 2020-03-17 Kpn Innovations, Llc Methods and systems for causative chaining of prognostic label classifications
US11468363B2 (en) 2019-07-03 2022-10-11 Kpn Innovations, Llc. Methods and systems for classification to prognostic labels using expert inputs
US12014823B2 (en) * 2019-08-30 2024-06-18 GE Precision Healthcare LLC Methods and systems for computer-aided diagnosis with deep learning models
EP4416649A1 (fr) * 2021-11-03 2024-08-21 LiveRamp, Inc. Apprentissage vertical fractionné à confidentialité différentielle (dp)

Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US4912647A (en) * 1988-12-14 1990-03-27 Gte Laboratories Incorporated Neural network training tool
US5463548A (en) * 1990-08-28 1995-10-31 Arch Development Corporation Method and system for differential diagnosis based on clinical and radiological information using artificial neural networks
US5839438A (en) * 1996-09-10 1998-11-24 Neuralmed, Inc. Computer-based neural network system and method for medical diagnosis and interpretation
WO1999027841A1 (fr) * 1997-12-04 1999-06-10 Virtual-Eye. Com Test automatise de la fonction visuelle via la telemedecine

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US4912647A (en) * 1988-12-14 1990-03-27 Gte Laboratories Incorporated Neural network training tool
US5463548A (en) * 1990-08-28 1995-10-31 Arch Development Corporation Method and system for differential diagnosis based on clinical and radiological information using artificial neural networks
US5839438A (en) * 1996-09-10 1998-11-24 Neuralmed, Inc. Computer-based neural network system and method for medical diagnosis and interpretation
WO1999027841A1 (fr) * 1997-12-04 1999-06-10 Virtual-Eye. Com Test automatise de la fonction visuelle via la telemedecine

Also Published As

Publication number Publication date
WO2001026026A2 (fr) 2001-04-12
AU7749100A (en) 2001-05-10

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