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:
Oct. 27, 2026

Filed:

May. 05, 2022
Applicant:

Optum Services (Ireland) Limited, Dublin, IE;

Inventors:

Paul J. Godden, London, GB;

Melanie Majerus, Plymouth, MN (US);

Ahmed Selim, Dublin, IE;

Nancy Joan Mendelsohn, Mendota Heights, MN (US);

Erin A. Satterwhite, West Lakeland, MN (US);

Gregory J. Boss, Saginaw, MI (US);

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/098 (2023.01); A61B 5/00 (2006.01); A61B 5/107 (2006.01); A61B 5/11 (2006.01); G06N 3/096 (2023.01); G06T 7/00 (2017.01); G06T 17/00 (2006.01);
U.S. Cl.
CPC ...
G06T 7/0012 (2013.01); A61B 5/0077 (2013.01); A61B 5/1079 (2013.01); A61B 5/1128 (2013.01); A61B 5/7267 (2013.01); A61B 5/7275 (2013.01); G06N 3/096 (2023.01); G06N 3/098 (2023.01); G06T 17/00 (2013.01); G06T 2207/20081 (2013.01); G06T 2207/20084 (2013.01); G06T 2207/30196 (2013.01);
Abstract

Various embodiments of the present disclosure provide methods, apparatuses, systems, computing devices, computing entities, and/or the like for performing predictive data analysis operations using a hierarchical risk prediction machine learning framework that comprises an initially-deployed risk prediction machine learning model, a dynamically-deployed risk prediction machine learning model, and a risk aggregation machine learning model. In some embodiments, the dynamically-deployed risk prediction machine learning model is deployed when a dynamic deployment training entry count of one or more dynamic deployment training entries satisfies a dynamic deployment training entry count threshold.


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Godden, Paul. (2026). Predictive data analysis techniques using a hierarchical risk prediction machine learning framework (U.S. Patent No. 12776027). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12776027

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