Authors: Adrian Serapio, Timothy Chen, MD, Madeline Hess, James Hawkins, Beck Olson, Jason Crane, PhD, Beth Berrean, Jory Purvis, John Mongan, MD, PhD, Christopher Hess, MD, PhD, Sharmila Majumdar, PhD, Jae Ho Sohn, MD, MS
Learning Clinical Representations through Ontology-Aware Contrastive Pretraining and Cross-Modal Distillation
Authors: Zhongyuan Liang , Junhyung Jo, Hyang-Jung Lee, Sang Kyu Kim, Irene Y. Chen
Are children present in the public medical imaging datasets supporting AI development?
Authors: Stanley Hua, Nicholas Heller, Alexander Towbin, Irene Chen, Alex Lu, Lauren Erdman
Robert Wachter, MD
Catherine Lucey testimonial (from opening remarks)
The Right Prediction at the Right Time: Designing AI for Clinical Workflows
This session was not recorded.
The Implementation and Evaluation of AI in Real-World Clinical Settings Seminar Series is cosponsored by: UCSF Bakar Institute for Computational Health Science, UCSF Division of Clinical Informatics and Digital Transformation, Department of Medicine, UCSF and UC Berkeley Computational Precision Health Program, and UCSF Department of Epidemiology and Biostatistics.
Beyond Prediction: Causal Validity in ML-Driven Drug Discovery and Health Monitoring
This session was not recorded.
The Implementation and Evaluation of AI in Real-World Clinical Settings Seminar Series is cosponsored by: UCSF Bakar Institute for Computational Health Science, UCSF Division of Clinical Informatics and Digital Transformation, Department of Medicine, UCSF and UC Berkeley Computational Precision Health Program, and UCSF Department of Epidemiology and Biostatistics.
Phelps, N., Vossler, P., Kothari, A., Steineman, K., Goldman, S., Gasga, A., … Adler-Milstein, J., Feng, J., & Zier, L. S. (2026). Patient perspectives about deployment of artificial intelligence decision support tools in a safety-net healthcare system. JAMIA open, 9(2), ooag029
Phelps, N., Vossler, P., Kothari, A., Steineman, K., Goldman, S., Gasga, A., … Adler-Milstein, J., Feng, J., & Zier, L. S. (2026). Patient perspectives about deployment of artificial intelligence decision support tools in a safety-net healthcare system. JAMIA open, 9(2), ooag029
Kishore, S. P., Martin, H. E., Friedberg, N., Narang, P., Sak, R., Skootsky, S. A., & UC Way Hypertension Initiative Medication Use Collaborators. (2026). Scalable treatment algorithm focused on hypertension management for the University of California. BMJ Open Quality, 15(1), e003753.
Kishore, S. P., Martin, H. E., Friedberg, N., Narang, P., Sak, R., Skootsky, S. A., & UC Way Hypertension Initiative Medication Use Collaborators. (2026). Scalable treatment algorithm focused on hypertension management for the University of California. BMJ Open Quality, 15(1), e003753.
Barrios, J. P., Ansari, M. U., Olgin, J. E., Abreau, S., Delfrate, J., Langlais, E. L., … & Tison, G. H. (2026). Multiview deep learning improves detection of major cardiac conditions from echocardiography. Nature Cardiovascular Research, 5(3), 234-245.
Barrios, J. P., Ansari, M. U., Olgin, J. E., Abreau, S., Delfrate, J., Langlais, E. L., … & Tison, G. H. (2026). Multiview deep learning improves detection of major cardiac conditions from echocardiography. Nature Cardiovascular Research, 5(3), 234-245.
