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. 19, 2024

Filed:

Jun. 10, 2021
Applicant:

Siemens Medical Solutions Usa, Inc., Malvern, PA (US);

Inventors:

Sanjeev Kumar Karn, Plainsboro Township, NJ (US);

Oladimeji Farri, Upper Saddle River, NJ (US);

Jonathan Darer, Lewisburg, PA (US);

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 40/20 (2020.01); G06F 40/205 (2020.01); G16H 10/60 (2018.01); G16H 30/20 (2018.01); G16H 50/20 (2018.01); G16H 70/60 (2018.01);
U.S. Cl.
CPC ...
G16H 50/20 (2018.01); G06F 40/205 (2020.01); G06N 20/00 (2019.01); G16H 70/60 (2018.01); G16H 10/60 (2018.01); G16H 30/20 (2018.01);
Abstract

A framework for generating reasons for imaging studies. An extractor, including a reinforcement learning agent, is trained to select one or more relevant sentences from the training histories of present illness. An abstractor is further pre-trained to generate one or more reasons for study from the one or more relevant sentences. An entity linking system is pre-trained using medical text corpora to map one or more mentions in the one or more reasons for study to one or more standardized medical entities for predicting one or more diagnoses. The reinforcement learning agent may then be re-trained using one or more rewards generated by the entity linking system. One or more reasons for study may be generated from a current history of present illness using the trained extractor, abstractor and entity linking system.


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