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:
Dec. 31, 2024

Filed:

Nov. 22, 2022
Applicant:

Covera Health, New York, NY (US);

Inventors:

Arijit Sehanobish, Washington, DC (US);

Anasuya Das, Teaneck, NJ (US);

Benjamin Odry, West New York, NY (US);

Assignee:

Covera Health, New York, NY (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 40/00 (2020.01); G06F 40/295 (2020.01); G06F 40/58 (2020.01); G06N 3/00 (2023.01); G16H 10/60 (2018.01);
U.S. Cl.
CPC ...
G06F 40/58 (2020.01); G06F 40/295 (2020.01); G16H 10/60 (2018.01);
Abstract

Described are techniques for processing text data. A process can include obtaining an input text data indicative of pathologies associated with a corresponding radiological image. A BERT-based machine learning network can be used to generate a plurality of location tags, each location tag associated with a sentence of input text data and indicative of an anatomical location in the corresponding radiological image. A plurality of sentence groups can be generated using the input text data and the plurality of location tags, each sentence group including sentences of input text data that are associated with a location tag indicative of the same anatomical location. A multi-task learning (MTL)-based machine learning network can be used to generate a plurality of sets of features, each set of features generated based on a particular sentence group and indicative of pathology severity predictions determined for the anatomical location associated with the particular sentence group.


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