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:
May. 06, 2025

Filed:

Sep. 20, 2024
Applicant:

Welldoc, Inc., Columbia, MD (US);

Inventors:

Junjie Luo, Columbia, MD (US);

Abhimanyu Kumbara, Columbia, MD (US);

Anand K. Iyer, Potomac, MD (US);

Mansur E. Shomali, Columbia, MD (US);

Guodong Gao, Columbia, MD (US);

Assignee:

Welldoc, Inc., Columbia, MD (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G16H 50/30 (2017.12); G16H 10/60 (2017.12); G16H 20/10 (2017.12); G16H 20/60 (2017.12); G16H 50/20 (2017.12);
U.S. Cl.
CPC ...
G16H 50/30 (2017.12); G16H 10/60 (2017.12); G16H 20/10 (2017.12); G16H 20/60 (2017.12); G16H 50/20 (2017.12);
Abstract

A method may receive historical metabolic values for an individual having a first medical condition. A method may provide a first subset of the historical metabolic values to a machine learning model to train a generative machine learning model. A method may generate a first predicted metabolic value based on the first subset of historical metabolic values. A method may calculate a root mean square error (RMSE) between the first predicted metabolic value and a corresponding actual metabolic value of a second subset of historical metabolic values. A method may train the generative machine learning model to minimize the RMSE. A method may generate a trained generative machine learning model based on the training.


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