PROSPECT Lab

When the Domain Expert Has No Time and the LLM Developer Has No Clinical Expertise: Real-World Lessons from LLM Co-Design in a Safety-Net Hospital
Avni Kothari, Patrick Vossler, Jean Digitale, Mohammad Forouzannia, Elise Rosenberg, Michele Lee, Jennee Bryant, Melanie Molina, James Marks, Lucas Zier, Jean Feng

Arxiv, 2025
Implementing a Predictive Model to Reduce Hospital Readmissions in a Safety Net Healthcare System
Arturo Gasga, Avni Kothari, Seth Goldman, Jim Marks, Jean Feng, Lucas Zier

ML4H - Demo Track (Oral Spotlight), 2024
Bayesian Concept Bottleneck Models with LLM Priors
Jean Feng, Avni Kothari, Luke Zier, Chandan Singh, Yan Shuo Tan

NeurIPS Workshop on Statistical Frontiers in LLMs and Foundation Models, 2024
Predictors of All-Cause 30-Day Readmissions in Patients with Heart Failure at an Urban Safety Net Hospital: The Importance of Social Determinants of Health and Mental Health
Alexandra B. Steverson, Paul J. Marano, Caren Chen, Yifei Ma, Rachel J. Stern, Jean Feng, Efstathios D. Gennatas, James D. Marks, Matthew S. Durstenfeld, Jonathan D. Davis, Priscilla Y. Hsue, Lucas S. Zier

American Journal of Medicine, 2023
Effect of a Novel, Evidence-Based, Standardized Discharge Checklist on 30-Day All-Cause Readmissions in Patients Hospitalized for Heart Failure in an Urban Safety Net Hospital
Paul Marano, Alexandra Steverson, Caren Chen, Yifei Ma, Rachel Stern, Jonathan D. Davis, Priscilla Y. Hsue, Lucas S. Zier

American Journal of Medicine, 2022

Strategies for Developing and Implementing AI/ML in Underserved Healthcare Environments
Lucas Zier, Susan Ehrlich, Paige Nong, Jean Feng

Panel, 2024 AMIA Annual Symposium
Bayesian Priors From Large Language Models Make Clinical Prediction Models More Interpretable
Avni Kothari, Daniel J. Bennett, Seth Goldman, Elizabeth Connelly, James D. Marks, Lucas S. Zier, Jean Feng

Podium Abstract, 2024 AMIA Annual Symposium
The Promise of AI in Healthcare and How Lean Thinking Can Realize Its Potential
Jackie Gerhart, Christopher Longhurst, John Toussaint, Lucas Zier

Lean Enterprise Institute, 2024 Lean Summit
Reducing Readmission in a Safety Net Health System through Automation and Artificial Intelligence
Daniel Bennett, Jonathan Davis, Avni Kothari, Jean Feng, Susan Ehrlich, Lucas Zier

UCSF School of Medicine Leadership Retreat in Artificial Intelligence, 2024
Development of a Machine Learning Model to Predict Risk of Thirty-Day Unplanned Readmission in a Safety Net Health System
Avni Kothari, Jonathan Davis, Susan Ehrlich, Lucas Zier, Jean Feng

UCSF School of Medicine Leadership Retreat in Artificial Intelligence, 2024