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:
Apr. 14, 2025
Filed:
Dec. 13, 2023
Abbott Laboratories, Abbott Park, IL (US);
Divine E. Ediebah, San Francisco, CA (US);
Hajime Kusano, San Jose, CA (US);
Ciaran A. Byrne, San Francisco, CA (US);
Krishnankutty Sudhir, Santa Clara, CA (US);
Nick West, Santa Clara, CA (US);
ABBOTT LABORATORIES, Abbott Park, IL (US);
Abstract
A system includes: one or more processing circuits including one or more memory devices coupled to one or more processors, the one or more memory devices configured to store instructions thereon that, when executed by the one or more processors, cause the one or more processors to: identify minority class data and majority class data in patient-level data, the minority class data corresponding to patients with a health failure, the majority class data corresponding to patients without the health failure; oversample the minority class data to obtain synthetic class data; automatically reduce, using a machine learning classifier, risk factor variables to a reduced set of risk factor variables based on the majority class data, the minority class data, and the synthetic class data; and provide one or more graphical user interfaces for display.