JP2022502201A - モバイルデバイスを用いたユーザの健康状態の継続的監視 - Google Patents
モバイルデバイスを用いたユーザの健康状態の継続的監視 Download PDFInfo
- Publication number
- JP2022502201A JP2022502201A JP2021518617A JP2021518617A JP2022502201A JP 2022502201 A JP2022502201 A JP 2022502201A JP 2021518617 A JP2021518617 A JP 2021518617A JP 2021518617 A JP2021518617 A JP 2021518617A JP 2022502201 A JP2022502201 A JP 2022502201A
- Authority
- JP
- Japan
- Prior art keywords
- data
- user
- machine learning
- health
- processing device
- Prior art date
- Legal status (The legal status 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 status listed.)
- Granted
Links
- 230000036541 health Effects 0.000 title claims abstract description 300
- 238000012544 monitoring process Methods 0.000 title abstract description 25
- 238000000034 method Methods 0.000 claims abstract description 97
- 238000010801 machine learning Methods 0.000 claims description 151
- 238000012545 processing Methods 0.000 claims description 53
- 238000004422 calculation algorithm Methods 0.000 claims description 36
- 230000015654 memory Effects 0.000 claims description 36
- 230000002159 abnormal effect Effects 0.000 claims description 30
- 230000009471 action Effects 0.000 claims description 25
- 206010003119 arrhythmia Diseases 0.000 claims description 20
- 230000006793 arrhythmia Effects 0.000 claims description 20
- 230000000694 effects Effects 0.000 claims description 14
- 238000001514 detection method Methods 0.000 claims description 13
- 230000004044 response Effects 0.000 claims description 7
- 230000002547 anomalous effect Effects 0.000 claims description 6
- 230000036772 blood pressure Effects 0.000 abstract description 27
- 230000003862 health status Effects 0.000 abstract description 6
- 239000010410 layer Substances 0.000 description 65
- 238000012549 training Methods 0.000 description 51
- 238000005259 measurement Methods 0.000 description 46
- 206010003658 Atrial Fibrillation Diseases 0.000 description 45
- 238000013528 artificial neural network Methods 0.000 description 45
- 238000009826 distribution Methods 0.000 description 35
- 238000013527 convolutional neural network Methods 0.000 description 30
- 230000006870 function Effects 0.000 description 24
- 238000003745 diagnosis Methods 0.000 description 19
- 230000000306 recurrent effect Effects 0.000 description 19
- 238000012806 monitoring device Methods 0.000 description 18
- 238000012935 Averaging Methods 0.000 description 17
- 230000008569 process Effects 0.000 description 12
- 238000005070 sampling Methods 0.000 description 12
- 239000013598 vector Substances 0.000 description 11
- 238000010586 diagram Methods 0.000 description 9
- 208000006011 Stroke Diseases 0.000 description 7
- 238000004458 analytical method Methods 0.000 description 7
- 230000004913 activation Effects 0.000 description 6
- 239000000203 mixture Substances 0.000 description 6
- 230000006399 behavior Effects 0.000 description 5
- 230000008901 benefit Effects 0.000 description 5
- 238000004364 calculation method Methods 0.000 description 5
- 238000013461 design Methods 0.000 description 5
- 238000011176 pooling Methods 0.000 description 5
- 230000008859 change Effects 0.000 description 4
- 238000004891 communication Methods 0.000 description 4
- 230000007774 longterm Effects 0.000 description 4
- 239000011159 matrix material Substances 0.000 description 4
- 239000002356 single layer Substances 0.000 description 4
- 230000005189 cardiac health Effects 0.000 description 3
- 238000013500 data storage Methods 0.000 description 3
- 238000012986 modification Methods 0.000 description 3
- 230000004048 modification Effects 0.000 description 3
- 230000003068 static effect Effects 0.000 description 3
- 208000024891 symptom Diseases 0.000 description 3
- 230000002123 temporal effect Effects 0.000 description 3
- CIWBSHSKHKDKBQ-JLAZNSOCSA-N Ascorbic acid Chemical compound OC[C@H](O)[C@H]1OC(=O)C(O)=C1O CIWBSHSKHKDKBQ-JLAZNSOCSA-N 0.000 description 2
- 206010019280 Heart failures Diseases 0.000 description 2
- 238000012952 Resampling Methods 0.000 description 2
- 230000005856 abnormality Effects 0.000 description 2
- 230000010100 anticoagulation Effects 0.000 description 2
- 238000003491 array Methods 0.000 description 2
- 238000009530 blood pressure measurement Methods 0.000 description 2
- 230000003247 decreasing effect Effects 0.000 description 2
- 238000005315 distribution function Methods 0.000 description 2
- 239000003814 drug Substances 0.000 description 2
- 208000019622 heart disease Diseases 0.000 description 2
- 230000001788 irregular Effects 0.000 description 2
- 230000007787 long-term memory Effects 0.000 description 2
- 238000010606 normalization Methods 0.000 description 2
- 229910052760 oxygen Inorganic materials 0.000 description 2
- 230000002829 reductive effect Effects 0.000 description 2
- 230000000284 resting effect Effects 0.000 description 2
- 230000006403 short-term memory Effects 0.000 description 2
- 206010003662 Atrial flutter Diseases 0.000 description 1
- 206010020772 Hypertension Diseases 0.000 description 1
- 208000001953 Hypotension Diseases 0.000 description 1
- 208000001871 Tachycardia Diseases 0.000 description 1
- 239000008186 active pharmaceutical agent Substances 0.000 description 1
- 230000001154 acute effect Effects 0.000 description 1
- 230000002411 adverse Effects 0.000 description 1
- 239000003146 anticoagulant agent Substances 0.000 description 1
- 229940127219 anticoagulant drug Drugs 0.000 description 1
- QVGXLLKOCUKJST-UHFFFAOYSA-N atomic oxygen Chemical compound [O] QVGXLLKOCUKJST-UHFFFAOYSA-N 0.000 description 1
- 239000008280 blood Substances 0.000 description 1
- 210000004369 blood Anatomy 0.000 description 1
- 230000036760 body temperature Effects 0.000 description 1
- 230000037396 body weight Effects 0.000 description 1
- 208000006218 bradycardia Diseases 0.000 description 1
- 230000036471 bradycardia Effects 0.000 description 1
- 230000003139 buffering effect Effects 0.000 description 1
- 238000006243 chemical reaction Methods 0.000 description 1
- 238000005352 clarification Methods 0.000 description 1
- 230000009194 climbing Effects 0.000 description 1
- 238000012937 correction Methods 0.000 description 1
- 230000001351 cycling effect Effects 0.000 description 1
- 238000003066 decision tree Methods 0.000 description 1
- 230000001419 dependent effect Effects 0.000 description 1
- 238000009795 derivation Methods 0.000 description 1
- 238000012631 diagnostic technique Methods 0.000 description 1
- 230000037213 diet Effects 0.000 description 1
- 235000005911 diet Nutrition 0.000 description 1
- 229940079593 drug Drugs 0.000 description 1
- 238000005516 engineering process Methods 0.000 description 1
- 230000007613 environmental effect Effects 0.000 description 1
- 238000001914 filtration Methods 0.000 description 1
- 238000009532 heart rate measurement Methods 0.000 description 1
- 230000036543 hypotension Effects 0.000 description 1
- 230000006872 improvement Effects 0.000 description 1
- 238000007689 inspection Methods 0.000 description 1
- 238000002372 labelling Methods 0.000 description 1
- 230000000670 limiting effect Effects 0.000 description 1
- 238000012886 linear function Methods 0.000 description 1
- 238000012417 linear regression Methods 0.000 description 1
- 238000007477 logistic regression Methods 0.000 description 1
- 230000010511 looping mechanism Effects 0.000 description 1
- 230000007246 mechanism Effects 0.000 description 1
- 238000002483 medication Methods 0.000 description 1
- 208000031225 myocardial ischemia Diseases 0.000 description 1
- 230000003287 optical effect Effects 0.000 description 1
- 239000001301 oxygen Substances 0.000 description 1
- 230000036961 partial effect Effects 0.000 description 1
- 230000002085 persistent effect Effects 0.000 description 1
- 238000012805 post-processing Methods 0.000 description 1
- 238000007781 pre-processing Methods 0.000 description 1
- 238000002106 pulse oximetry Methods 0.000 description 1
- 238000007637 random forest analysis Methods 0.000 description 1
- 230000002441 reversible effect Effects 0.000 description 1
- 238000012552 review Methods 0.000 description 1
- 230000035945 sensitivity Effects 0.000 description 1
- 238000006467 substitution reaction Methods 0.000 description 1
- 230000006794 tachycardia Effects 0.000 description 1
- 210000000707 wrist Anatomy 0.000 description 1
Images
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
- 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
- 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
Landscapes
- Engineering & Computer Science (AREA)
- Health & Medical Sciences (AREA)
- Biomedical Technology (AREA)
- Medical Informatics (AREA)
- Public Health (AREA)
- Epidemiology (AREA)
- Primary Health Care (AREA)
- General Health & Medical Sciences (AREA)
- Data Mining & Analysis (AREA)
- Pathology (AREA)
- Databases & Information Systems (AREA)
- Business, Economics & Management (AREA)
- General Business, Economics & Management (AREA)
- Measuring And Recording Apparatus For Diagnosis (AREA)
- Measuring Pulse, Heart Rate, Blood Pressure Or Blood Flow (AREA)
Applications Claiming Priority (3)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US16/153,345 | 2018-10-05 | ||
US16/153,345 US10561321B2 (en) | 2013-12-12 | 2018-10-05 | Continuous monitoring of a user's health with a mobile device |
PCT/US2019/054881 WO2020073012A1 (fr) | 2018-10-05 | 2019-10-04 | Surveillance continue de la santé d'un utilisateur avec un dispositif mobile |
Publications (2)
Publication Number | Publication Date |
---|---|
JP2022502201A true JP2022502201A (ja) | 2022-01-11 |
JP7495397B2 JP7495397B2 (ja) | 2024-06-04 |
Family
ID=
Citations (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20170238814A1 (en) * | 2013-12-12 | 2017-08-24 | Alivecor, Inc. | Methods and systems for arrhythmia tracking and scoring |
JP2018519122A (ja) * | 2015-05-13 | 2018-07-19 | アライヴコア インコーポレイテッド | 不一致モニタリング |
US20180242863A1 (en) * | 2016-01-08 | 2018-08-30 | Heartisans Limited | Wearable device for assessing the likelihood of the onset of cardiac arrest and a method thereo |
Patent Citations (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20170238814A1 (en) * | 2013-12-12 | 2017-08-24 | Alivecor, Inc. | Methods and systems for arrhythmia tracking and scoring |
JP2018519122A (ja) * | 2015-05-13 | 2018-07-19 | アライヴコア インコーポレイテッド | 不一致モニタリング |
US20180242863A1 (en) * | 2016-01-08 | 2018-08-30 | Heartisans Limited | Wearable device for assessing the likelihood of the onset of cardiac arrest and a method thereo |
Also Published As
Publication number | Publication date |
---|---|
WO2020073012A1 (fr) | 2020-04-09 |
CN113168908A (zh) | 2021-07-23 |
EP3861558A1 (fr) | 2021-08-11 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
US10561321B2 (en) | Continuous monitoring of a user's health with a mobile device | |
US11877830B2 (en) | Machine learning health analysis with a mobile device | |
US20190076031A1 (en) | Continuous monitoring of a user's health with a mobile device | |
JP2020536623A (ja) | モバイルデバイスを用いたユーザの健康の連続的監視 | |
Ballinger et al. | DeepHeart: semi-supervised sequence learning for cardiovascular risk prediction | |
US10321871B2 (en) | Determining sleep stages and sleep events using sensor data | |
JP5841196B2 (ja) | ヒトの健康に関する残差ベースの管理 | |
CN107209807B (zh) | 疼痛管理可穿戴设备 | |
US20150148621A1 (en) | Methods and systems for creating a preventative care plan in mental illness treatment | |
KR102197112B1 (ko) | 시계열 생체 신호 기반의 인공신경망 모델 학습 컴퓨터 프로그램 및 방법 | |
JP2018524137A (ja) | 心理状態を評価するための方法およびシステム | |
KR102208759B1 (ko) | 생체 신호에 기반하여 건강상태 및 병리증상을 진단하기 위한 딥러닝 모델 생성방법 | |
WO2020073012A1 (fr) | Surveillance continue de la santé d'un utilisateur avec un dispositif mobile | |
JP2024513618A (ja) | 感染症及び敗血症の個別化された予測のための方法及びシステム | |
CN115802931A (zh) | 检测用户温度和评估呼吸系统病症的生理症状 | |
JP7495397B2 (ja) | モバイルデバイスを用いたユーザの健康状態の継続的監視 | |
JP7495398B2 (ja) | モバイルデバイスを用いる機械学習健康分析 | |
US20240099593A1 (en) | Machine learning health analysis with a mobile device | |
KR102208760B1 (ko) | 생체 신호에 기반하여 건강상태 및 병리증상을 진단하기 위한 영상 데이터 생성방법 | |
JP2022504288A (ja) | モバイルデバイスを用いる機械学習健康分析 | |
WO2021127566A1 (fr) | Dispositifs et procédés pour mesurer des paramètres physiologiques | |
WO2020066430A1 (fr) | Dispositif de prédiction de crise d'épilepsie, procédé d'analyse de données d'indice électrocardiographique, programme informatique de prédiction de crise, dispositif de construction de modèle, procédé de construction de modèle et programme informatique de construction de modèle | |
US20230008809A1 (en) | Systems and methods for enhancing infection detection and monitoring through decomposed physiological data | |
US20220359071A1 (en) | Seizure Forecasting in Wearable Device Data Using Machine Learning | |
Doan | A NOVEL LOW-COST SYSTEM FOR REMOTE HEALTH MONITORING USING SMARTWATCHES |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
A621 | Written request for application examination |
Free format text: JAPANESE INTERMEDIATE CODE: A621 Effective date: 20221003 |
|
A977 | Report on retrieval |
Free format text: JAPANESE INTERMEDIATE CODE: A971007 Effective date: 20230428 |
|
A131 | Notification of reasons for refusal |
Free format text: JAPANESE INTERMEDIATE CODE: A131 Effective date: 20230508 |
|
A521 | Request for written amendment filed |
Free format text: JAPANESE INTERMEDIATE CODE: A523 Effective date: 20230807 |
|
A131 | Notification of reasons for refusal |
Free format text: JAPANESE INTERMEDIATE CODE: A131 Effective date: 20231023 |
|
A521 | Request for written amendment filed |
Free format text: JAPANESE INTERMEDIATE CODE: A523 Effective date: 20240119 |
|
A01 | Written decision to grant a patent or to grant a registration (utility model) |
Free format text: JAPANESE INTERMEDIATE CODE: A01 Effective date: 20240430 |
|
A61 | First payment of annual fees (during grant procedure) |
Free format text: JAPANESE INTERMEDIATE CODE: A61 Effective date: 20240523 |