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:
Nov. 18, 2025

Filed:

Sep. 23, 2021
Applicant:

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

Inventors:

Gregory Buckley, Dublin, IE;

David S. Monaghan, Dublin, IE;

Johnathon E. Schultz, Cross Hill, SC (US);

Ajay Ajit Maity, Donegal, IE;

Assignee:

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

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G16H 50/20 (2018.01); G06N 5/02 (2023.01); G16H 30/20 (2018.01);
U.S. Cl.
CPC ...
G16H 50/20 (2018.01); G06N 5/027 (2013.01); G16H 30/20 (2018.01);
Abstract

Various embodiments of the present invention provide methods, apparatus, systems, computing devices, computing entities, and/or the like for generating a historically dynamic explanation data object for a dental image data object. Certain embodiments of the present invention utilize systems, methods, and computer program products that perform generating a historically dynamic explanation data object for a dental image data object using an encoder-decoder architecture, where the encoder machine learning framework of the encoder-decoder architecture comprises a current diagnosis identification machine learning model, a historical diagnosis identification machine learning model, a convolutional embedding machine learning model, a new diagnosis code inference machine learning model, and a feature vector combination machine learning model.


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