AI Medical Compendium Journal:
Journal of clinical and translational science

Showing 1 to 3 of 3 articles

Sociome Data Commons: A scalable and sustainable platform for investigating the full social context and determinants of health.

Journal of clinical and translational science
BACKGROUND/OBJECTIVE: Non-clinical aspects of life, such as social, environmental, behavioral, psychological, and economic factors, what we call the sociome, play significant roles in shaping patient health and health outcomes. This paper introduces ...

Using supervised machine learning classifiers to estimate likelihood of participating in clinical trials of a de-identified version of ResearchMatch.

Journal of clinical and translational science
INTRODUCTION: Lack of participation in clinical trials (CTs) is a major barrier for the evaluation of new pharmaceuticals and devices. Here we report the results of the analysis of a dataset from ResearchMatch, an online clinical registry, using supe...

Lessons and tips for designing a machine learning study using EHR data.

Journal of clinical and translational science
Machine learning (ML) provides the ability to examine massive datasets and uncover patterns within data without relying on assumptions such as specific variable associations, linearity in relationships, or prespecified statistical interactions. Howe...