Impact Monitoring Platform for AI in Clinical Care — Health AI Lab Profile

Lab profile

About IMPACC

IMPACC is a collaboration between UCSF Health and the Division of Clinical Informatics and Digital Transformation that develops comprehensive measurement sets and monitoring frameworks to evaluate AI's impact across key domains in healthcare. The platform provides continuous, automated oversight of AI tools deployed across UCSF's health system to ensure they are effective, safe, unbiased, and transparent, while also advancing the science and methods of AI monitoring in healthcare.

AI monitoring in healthcareAI scribesClinical AI safetyHealth equity in AIAI transparency and accountabilityPhysician productivity and burnoutGraduate medical educationText analysis and LLM evaluation

01 · People

Leadership and researchers

People listed on the lab’s team pages, by role.

Jinoos YazdanyDirector · Executive Director, IMPACC AI Monitoring

Maria ByronAssociate Chief Medical Information Officer, Ambulatory Care, UCSF Health

Jean FengAssociate Professor, Department of Epidemiology and Biostatistics, UCSF

Smitha GaneshanInterim Chief AI Officer, UCSF Health

A Jay HolmgrenAssociate Division Chief for Research, Division of Clinical Informatics and Digital Transformation, UCSF

Julia Adler MilsteinChief, Division of Clinical Informatics and Digital Transformation, UCSF

Aris OatesAssociate Chief Medical Information Officer, Inpatient Care, UCSF Health

02 · Research intelligence

Research Intelligence evidence

Publications, grants and clinical trials linked to the lab’s researchers in Health AI Central’s research data.

Research

Publications & preprints

Effectiveness of Newly Initiated Tofacitinib and Biologic DMARDs in Patients with Rheumatoid Arthritis.Rheumatology and therapy · 2026
Causal decomposition framework for quantifying intervenable cancer health disparities.Biometrics · 2026
MEDAL: Sequential adapter learning for privacy-preserving multicenter clinical language models.Journal of biomedical informatics · 2026

All 35 since 2024 →

Funding

Active NIH grants

PREDICT: Deep Learning Models for forecasting in Rheumatoid ArthritisAugusto Garcia Agundez · NIAMS · FY 2026
The Last Mile of Interoperability: Integrating Outside Data Into Clinical Workflows to Improve CareA Jay Holmgren · NLM · FY 2026
Accurate and Reliable Diagnostics for Injured Children: Machine Learning for UltrasoundAaron Kornblith · NICHD · FY 2026

All 4 active →

03 · Updates

Updates and lab news

News and events from the lab’s own site.

UCSF Study Identifies Varied Benefits from AI Scribes with Implications for Return on InvestmentNewsJan 14, 2026 · docit.ucsf.edu
AMIA CIC 2025Event
AMIA 2025Event
Machine Learning for Health (ML4H) 2025Event
UCSF Research AI DayEvent
AMIA CIC 2026Event
AcademyHealth 2026Event
Foundation of IMPACCAnnouncement

04 · Official presence

Lab sources and channels

The lab’s own pages and accounts.

Website docit.ucsf.edu ↗Team ↗News ↗

05 · Related

Related labs and centers

Labs at the same institution and labs working on similar topics.

Center for Intelligent Imaging University of California San Francisco