Development of a Multilevel Model to Identify Patients at Risk for Delay in Starting Cancer Treatment.

Zachary A K Frosch,Jill Hasler,Elizabeth Handorf, Tesla DuBois,Richard J Bleicher,Martin J Edelman,Daniel M Geynisman,Michael J Hall,Carolyn Y Fang,Shannon M Lynch

JAMA network open（2023）

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摘要

In this cohort study, a machine learning model incorporating EHR and SDOH data was able to estimate the likelihood of delays in starting cancer therapy. Future work should focus on additional ways to incorporate SDOH data to improve model performance, particularly in vulnerable populations.

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关键词

multilevel model,cancer treatment,risk

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