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:
May. 19, 2026
Filed:
May. 06, 2024
Pulselight Holdings, Inc., Austin, TX (US);
Jonathan Mugan, Buda, TX (US);
Mallika Thanky, Chicago, IL (US);
Pulselight Holdings, Inc., Austin, TX (US);
Abstract
A system of machine learning ('ML') models for making actionable predictions regarding a low-incidence event, including a predictive ML model that has been trained on an augmented training data set comprising synthetic minority-class records to produce a prediction and a certainty ML model that produces a certainty estimate. A method of applying ML models to make an actionable prediction, including training a predictive ML model to make a prediction regarding a low-incidence event from a medical record, applying the predictive ML model to medical records to produce a prediction, and applying a certainty model to generate a certainty estimate. The low-incidence event may comprise risk of opioid use disorder.