Article
Oncologist phenotypes and associations with response to a machine learning-based intervention to increase advance care planning: Secondary analysis of a randomized clinical trial.
PloS one - 1 Jan 2022
Li Eric, Manz Christopher, Liu Manqing, Chen Jinbo, Chivers Corey, Braun Jennifer, Schuchter Lynn Mara, Kumar Pallavi, Patel Mitesh S, Shulman Lawrence N, Parikh Ravi B
Abstract excerpt
BACKGROUND: While health systems have implemented multifaceted interventions to improve physician and patient communication in serious illnesses such as cancer, clinicians vary in their response to these initiatives. In this secondary analysis of a randomized trial, we identified phenotypes of oncology clinicians based on practice pattern and demographic data, then evaluated associations between such phenotypes...
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