EP3860436A1 - Analyse de santé basée sur un apprentissage machine à l'aide d'un dispositif mobile - Google Patents
Analyse de santé basée sur un apprentissage machine à l'aide d'un dispositif mobileInfo
- Publication number
- EP3860436A1 EP3860436A1 EP19791147.2A EP19791147A EP3860436A1 EP 3860436 A1 EP3860436 A1 EP 3860436A1 EP 19791147 A EP19791147 A EP 19791147A EP 3860436 A1 EP3860436 A1 EP 3860436A1
- Authority
- EP
- European Patent Office
- Prior art keywords
- data
- fidelity
- health
- user
- trained
- 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.)
- Pending
Links
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Landscapes
- Health & Medical Sciences (AREA)
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- Engineering & Computer Science (AREA)
- Biomedical Technology (AREA)
- Public Health (AREA)
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- Cardiology (AREA)
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- Evolutionary Computation (AREA)
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- Pulmonology (AREA)
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Abstract
Applications Claiming Priority (3)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US16/153,403 US20190038148A1 (en) | 2013-12-12 | 2018-10-05 | Health with a mobile device |
US16/580,574 US11877830B2 (en) | 2013-12-12 | 2019-09-24 | Machine learning health analysis with a mobile device |
PCT/US2019/054882 WO2020073013A1 (fr) | 2018-10-05 | 2019-10-04 | Analyse de santé basée sur un apprentissage machine à l'aide d'un dispositif mobile |
Publications (1)
Publication Number | Publication Date |
---|---|
EP3860436A1 true EP3860436A1 (fr) | 2021-08-11 |
Family
ID=70051487
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
EP19791147.2A Pending EP3860436A1 (fr) | 2018-10-05 | 2019-10-04 | Analyse de santé basée sur un apprentissage machine à l'aide d'un dispositif mobile |
Country Status (4)
Country | Link |
---|---|
EP (1) | EP3860436A1 (fr) |
JP (1) | JP2022504288A (fr) |
CN (1) | CN113164057A (fr) |
WO (1) | WO2020073013A1 (fr) |
Families Citing this family (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
WO2024043748A1 (fr) * | 2022-08-25 | 2024-02-29 | 서울대학교병원 | Procédé et dispositif de mesure simultanée de six dérivations d'électrocardiogramme à l'aide d'un téléphone intelligent |
Family Cites Families (14)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20100106036A1 (en) * | 2008-10-27 | 2010-04-29 | Cardiac Pacemakers, Inc. | Arrythmia adjudication and therapy training systems and methods |
US9351654B2 (en) | 2010-06-08 | 2016-05-31 | Alivecor, Inc. | Two electrode apparatus and methods for twelve lead ECG |
US8509882B2 (en) | 2010-06-08 | 2013-08-13 | Alivecor, Inc. | Heart monitoring system usable with a smartphone or computer |
WO2014074913A1 (fr) | 2012-11-08 | 2014-05-15 | Alivecor, Inc. | Détection de signal d'électrocardiogramme |
US9247911B2 (en) | 2013-07-10 | 2016-02-02 | Alivecor, Inc. | Devices and methods for real-time denoising of electrocardiograms |
US20150018660A1 (en) | 2013-07-11 | 2015-01-15 | Alivecor, Inc. | Apparatus for Coupling to Computing Devices and Measuring Physiological Data |
US9420956B2 (en) * | 2013-12-12 | 2016-08-23 | Alivecor, Inc. | Methods and systems for arrhythmia tracking and scoring |
JP2017513626A (ja) | 2014-04-21 | 2017-06-01 | アライヴコア・インコーポレーテッド | モバイルデバイスおよびアクセサリを用いた心臓監視のための方法およびシステム |
WO2015171764A1 (fr) | 2014-05-06 | 2015-11-12 | Alivecor, Inc. | Dispositif de surveillance de la tension artérielle |
US9839363B2 (en) * | 2015-05-13 | 2017-12-12 | Alivecor, Inc. | Discordance monitoring |
TWI610655B (zh) * | 2015-11-13 | 2018-01-11 | 慶旺科技股份有限公司 | 具有心率分析模組之血壓計 |
EP3247263A4 (fr) * | 2016-01-08 | 2018-08-29 | Heartisans Limited | Dispositif portable permettant d'évaluer la probabilité de l'apparition d'un arrêt cardiaque et son procédé |
JP7202891B2 (ja) * | 2016-04-06 | 2023-01-12 | カーディアック ペースメイカーズ, インコーポレイテッド | 不整脈検出についての信頼性 |
CN108606798B (zh) * | 2018-05-10 | 2021-03-02 | 东北大学 | 基于深度卷积残差网络的非接触式房颤智能检测系统 |
-
2019
- 2019-10-04 EP EP19791147.2A patent/EP3860436A1/fr active Pending
- 2019-10-04 JP JP2021518647A patent/JP2022504288A/ja active Pending
- 2019-10-04 CN CN201980080631.XA patent/CN113164057A/zh active Pending
- 2019-10-04 WO PCT/US2019/054882 patent/WO2020073013A1/fr active Application Filing
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JP2022504288A (ja) | 2022-01-13 |
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