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S. Justice

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Open access Sep 2026

Temporal Validation and Simplification of Mortality Prediction for Perioperative Cardiopulmonary Resuscitation

Background: Perioperative cardiac arrest is associated with high mortality, but population-level estimates of outcomes after perioperative cardiopulmonary resuscitation (CPR) do not account for differences in risk among individual patients. We previously developed the CPR OutcoMes Prediction for Arrest in Surgical Sett...

Lucy L. Chen, S. Justice, S. Muthupalaniappan et al. · 0 citations
#artificial intelligence Review Sep 2026

A primer on evaluation methods for large language models in healthcare

This article aims to provide a pragmatic basis for designing and executing rigorous evaluations of healthcare LLMs by describing underlying concepts and potential pitfalls, while emphasizing the importance of aligning evaluation methods with the research question.

S. E. McKinney, P. Vu, S. Justice et al. · 0 citations

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