Optum, Inc.

Optum Services (ireland) Limited

Jonathan Lawrence Herke

Gregory J Boss

Mark Gregory Megerian

Damian Kelly

Edward Sverdlin

Darragh Hanley

Julie Zhu

Andrew Waiming Han

Brent Mosier

There is a need to perform predictive inference to predict likely adverse events of a drug regimen consisting of multiple drugs. In one example, a method includes determining, based at least in part on a graph-based predictive database, one or more predictive categories for each patient node of a plurality of patient nodes; determining, based at least in part on each one or more predictive categories for a patient node and each of one or more patient attribute nodes for a patient node, a related patient cohort for the primary patient node, wherein the related patient cohort comprises the primary patient node and one or more related patient nodes; determining, based at least in part on one or more intake relationships for each patient node in the related patient cohort, a first related drug profile for the primary patient node; and generating a first prediction interface based at least in part on the first related drug profile.

Graph-based predictive inference

Various embodiments of the present disclosure facilitate recommendation prediction using machine learning. In one example, an embodiment provides for generating embeddings data related to one or more provider entities, predicting a set of provider entities for a patient entity based on a provider machine learning model, ranking provider entities in the set of provider entities to generate a ranked set of provider entities, and performing one or more actions to provide a recommendation for the patient entity based on the ranked set of provider entities.

Artificial intelligence recommendation system

Growing community of inventors

Maple Grove, MN, United States of America

Jonathan Lawrence Herke