发明名称 |
METHODS AND SYSTEMS FOR PRE-SYMPTOMATIC DETECTION OF EXPOSURE TO AN AGENT |
摘要 |
Systems and methods are disclosed herein for predicting whether a patient has been exposed to an agent. Physiological data is recorded from the patient during a first time interval, and one or more features are extracted from the physiological data. A plurality of classifiers is identified, wherein each classifier is trained using training data for a respective specific post-exposure time interval. For each classifier and based on a respective subset of the one or more features, a patient state classification that indicates an initial prediction of whether the patient has been exposed to the agent is determined. An indication of a prediction that the patient has been exposed to the agent is provided when a number of patient state classifications indicating a positive initial prediction that the patient has been exposed to the agent exceeds a first threshold. |
申请公布号 |
US2017112379(A1) |
申请公布日期 |
2017.04.27 |
申请号 |
US201615212769 |
申请日期 |
2016.07.18 |
申请人 |
Massachusetts Institute of Technology |
发明人 |
Swiston Albert Joseph;Patel Tejash Mukesh;Edwards Lauren Elizabeth;Fleischman Jack Gerard;Pratt William Donald;Honko Anna Nichole |
分类号 |
A61B5/00;A61B5/08;A61B5/021 |
主分类号 |
A61B5/00 |
代理机构 |
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代理人 |
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主权项 |
1. A method for predicting whether a patient has been exposed to an agent, the method comprising:
(a) receiving, by at least one processor, physiological data regarding the patient that was recorded during a first time interval; (b) extracting one or more features from the physiological data, wherein each feature is representative of the physiological data during the first time interval; (c) identifying a plurality of classifiers, wherein each classifier is trained using training data for a respective specific post-exposure time interval; (d) determining, for each classifier and based on a respective subset of the one or more features, a patient state classification that indicates an initial prediction of whether the patient has been exposed to the agent; and (e) providing an indication of a prediction that the patient has been exposed to the agent when a number of patient state classifications indicating a positive initial prediction that the patient has been exposed to the agent exceeds a first threshold. |
地址 |
Cambridge MA US |