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:
Sep. 08, 2026

Filed:

Jun. 08, 2023
Applicant:

Unitedhealth Group Incorporated, Minnetonka, MN (US);

Inventors:

Dominik Roman Christian Dahlem, Dublin, IE;

Vijay S. Nori, Roswell, GA (US);

Eran Halperin, Santa Monica, CA (US);

Nadav Rakocz, Los Angeles, CA (US);

Assignee:

UnitedHealth Group Incorporated, Minnetonka, MN (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/0455 (2023.01); G06N 3/047 (2023.01); G06N 3/092 (2023.01); G06N 20/00 (2019.01); G16H 10/60 (2018.01);
U.S. Cl.
CPC ...
G06N 3/0455 (2023.01); G06N 3/047 (2023.01); G06N 3/092 (2023.01); G06N 20/00 (2019.01); G16H 10/60 (2018.01);
Abstract

Various embodiments of the present disclosure provide methods, apparatus, systems, computing devices, computing entities, and/or the like for generating a prediction output comprising one or more actions by receiving data associated with encounters in a tuple form, tokenizing the encounters, training a causal transformer machine learning model configured to predict outcomes of actions by translating action tokens from the tokenized encounters into one or more embedding spaces, and training a causal transformer machine learning model to select the one or more actions based on embeddings from the one or more embedding spaces.


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