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.
Patent No.:
Date of Patent:
Oct. 21, 2025
Filed:
Aug. 12, 2024
Northwestern Memorial Healthcare, Chicago, IL (US);
Mozziyar Etemadi, Chicago, IL (US);
Galal Galal, Chicago, IL (US);
Michael Thompson, Chicago, IL (US);
Eric Karl, Walnut Creek, CA (US);
Matthew Wittbrodt, Chicago, IL (US);
Jonathan Huang, Chicago, IL (US);
Caitlin Teague, Chicago, IL (US);
James Alex Heller, Chicago, IL (US);
Northwestern Memorial Healthcare, Chicago, IL (US);
Abstract
Systems and methods include techniques associated with one or more machine learning systems analyze, compare, and process one or both of model outputs or model inputs. Content verification may include generating content using a first trained machine learning system and then verifying the initial generation using one or more second trained machine learning systems, such as by generating content associated with a prompt, comparing output labels, or comparing output responsive to changing parameters. Additionally, data preparation may include image scaling and batching methods to improve machine learning outputs.