Northwestern Memorial Healthcare

James Alex Heller

Mozziyar Etemadi

Matthew Wittbrodt

Galal Galal

Michael Thompson

Jonathan Huang

Caitlin Teague

Eric Karl

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.

Assessment of clinical evaluations from machine learning systems

Growing community of inventors

Chicago, IL, United States of America

James Alex Heller