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:
Feb. 03, 2026

Filed:

Dec. 14, 2022
Applicant:

Optum, Inc., Minnetonka, MN (US);

Inventors:

Ame Osotsi, University Park, PA (US);

Sae Goon Lee, Seattle, WA (US);

Jason R Robinson, La Jolla, CA (US);

Assignee:

Optum, Inc., Minnetonka, MN (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06N 20/20 (2019.01);
U.S. Cl.
CPC ...
G06N 20/20 (2019.01);
Abstract

Various embodiments of the present disclosure provide methods, apparatus, systems, computing devices, computing entities, and/or the like for revising classifier predictions, wherein classification labels are tokenized according to an index of predefined classification labels. An embedding is created for each token using an embedding model. The embeddings are provided to a machine learning model that accepts a sequence of tokens as input and produces a sequence of tokens as output. Tokens are extracted from the output of the machine learning model and a classification label corresponding to each token is retrieved according to the index of predefined classification labels.


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Osotsi, Ame. (2026). Machine learning techniques for validating and mutating outputs from predictive systems (U.S. Patent No. 12541722). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12541722

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