The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Dec. 13, 2022

Filed:

May. 29, 2020
Applicants:

The Board of Trustees of the Leland Stanford Junior University, Stanford, CA (US);

The United States Government As Represented BY the Department of Veterans Affairs, Washington, DC (US);

Inventors:

Amit Etkin, Palo Alto, CA (US);

Elizabeth Beam, Palo Alto, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06K 9/00 (2022.01); G06N 20/00 (2019.01); G16H 30/40 (2018.01); G16H 10/60 (2018.01); G16H 50/30 (2018.01); G06N 5/04 (2006.01); G06K 9/62 (2022.01); G06N 3/02 (2006.01); G06V 10/70 (2022.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); G06K 9/6223 (2013.01); G06K 9/6277 (2013.01); G06N 3/02 (2013.01); G06N 5/042 (2013.01); G06N 5/046 (2013.01); G06V 10/768 (2022.01); G16H 10/60 (2018.01); G16H 30/40 (2018.01); G16H 50/30 (2018.01);
Abstract

A method may include applying, to a corpus of data, a first machine learning technique to identify candidate domains of an ontology mapping brain structure to mental function. The corpus of data may include textual data describing a plurality of mental functions and spatial data corresponding to a plurality of brain structures. A second machine technique may be applied to optimize a quantity of domains included in the ontology and/or a quantity of mental function terms included in each domain. The ontology may be applied to phenotype an electronic medical record and predict a clinical outcome for a patient associated with the electronic medical record. Related systems and articles of manufacture, including computer program products, are also provided.


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