2026 AMIA Annual Symposium

S08: Mind and Body: Behavior, Stress, and Signals (Oral Presentations)

Predicting the Self-Initiation of Behavior Change from Self-Reflection of Real-Life Stressors

Speaker(s):
Sameer Neupane, PhD
University of California San Francisco

Author(s):
Sameer Neupane, Postdoc Scholar - University of California San Francisco; Alexander Moreno, PhD - MBZUAI; Mithun Saha, Student - University of Memphis; Peter Washington, PhD - University of California, San Francisco; Santosh Kumar, PhD - University of Memphis;

S09: Front Porch Care: Family, Portals, Messages, and Patient Conversations (Oral Presentations)

Using Large Language Models to Characterize Demographic Differences in Patient Portal Message Content in Primary Care

Speaker(s):
Melanie Molina, MD, MAS
University of California, San Francisco

Author(s):
Melanie Molina, MD, MAS - University of California, San Francisco; Sienna Kurland, MD MPH - University of California, San Francisco; Elisa Danthinne, BS - University of California San Francisco; Madhumita Sushil, PhD - UCSF; Mitchell Tang, PhD - Columbia University; Christopher Toretsky, MPH - University of California, San Francisco; Jade Christey, BA - UCSF; Robert Thombley, MS - University of California, San Francisco; Michael Barnett, MD - Harvard University; Lisa Rotenstein, MD, MBA, MSc - UCSF;
 

S09: Front Porch Care: Family, Portals, Messages, and Patient Conversations (Oral Presentations)

Characterizing Variation in Patient Provider Messaging Workflows Across Patient Groups

Speaker(s):
Lisa Rotenstein, MD, MBA, MSc
UCSF

Author(s):
Lisa Rotenstein, MD, MBA, MSc - UCSF; Melanie Molina, MD, MAS - University of California, San Francisco; Sienna Kurland, MD - University of California, San Francisco; Mitchell Tang, PhD - Columbia University Mailman School of Public Health; Christopher Toretsky, MPH - University of California, San Francisco; Jade Christey, BA - UCSF; Robert Thombley, MS - University of California, San Francisco; Michael Barnett, MD - Harvard University;

S08: Mind and Body: Behavior, Stress, and Signals (Oral Presentations)

When Mean Absolute Error Misleads: Label Range Confounds Per-Participant Evaluation in Wearable Stress Detection

Speaker(s):
Tanvir Islam, PhD
University of Hawai'i at Manoa

Author(s):
Tanvir Islam, PhD - University of Hawai'i at Manoa; Ali Kargarandehkordi, PhD - University of Hawaii at Manoa; Alexander Kostrinsky-Thomas, DO - UCSF; Haopeng Zhang, PhD - University of Hawaii at Manoa; Finale Doshi-Velez, PhD - Harvard; Xuhai Xu, PhD - Columbia University / Google; Kristina Phillips, PhD - Kaiser Permanente; Roberto Benzo, PhD - The Ohio State University; Sameer Neupane, PhD - University of California San Francisco; Nhung Nguyen, PhD, PharmD - University of California, San Francisco; Adrian Aguilera, PhD - University of California, Berkeley; Peter Washington, PhD - University of California, San Francisco;

S06: Code Red on the Range: Sepsis, Speed, and Survival (Oral Presentations)

Influence of AI Information on Complex Sepsis Treatment Decisions: A Randomized Experiment

Speaker(s):
Venkatesh Sivaraman, PhD
UC San Francisco

Author(s):
Venkatesh Sivaraman, PhD - UC San Francisco; Joel Levin, PhD - UC San Diego; Eric Mason, MEng - Carnegie Mellon University; Victor Talisa, PhD - University of Pittsburgh; Suchi Saria, PhD - Johns Hopkins University; Jean Feng, PhD - UCSF; Andrew King, PhD, FAMIA - University of Pittsburgh; Jeremy Kahn, MD MS - University of Pittsburgh; Adam Perer - IBM Research;

Poster Session 1

(115) The Impact of Ambient AI Scribes on Physician Financial Productivity

Speaker(s):
A J Holmgren, PhD
University of California, San Francisco

Author(s):
Julia Adler-Milstein, PhD, FACMI - UCSF School of Medicine; Jinoos Yazdany, MD MPH - UCSF;

(255) Confidently Wrong: Prompt Architecture Improves Calibration in Frontier LLM Clinical Reasoning

Speaker(s):
Nisarg Patel, MD, DMD, MBI
University of California, San Francisco

Author(s):
Nisarg Patel, MD, DMD, MBI - University of California, San Francisco;

(338) Identifying Barriers and Strategies to Optimize Telemedicine in Primary Care for People with Dementia

Speaker(s):
Jade Christey, BA
UCSF

Author(s):
Jade Christey, BA - UCSF; Aditi Sriram, MPH - University of California at San Franciso (UCSF); Anjali Gopalan, MD - Kaiser Permanente Northern California Division of Research; Mary Reed, DrPH - Kaiser Permanente Division of Research; Julia Adler-Milstein, PhD, FACMI - UCSF School of Medicine;

Monday, November 9, 2026 

Time (CST) 

Title 

Presenter 

Location 

S14: API-Based Integration with EHRs: A National Survey, and a Panel Discussion with ASTP and Digital Health Software Developers (Panel)

API-Based Integration with EHRs: A National Survey, and a Panel Discussion with ASTP and Digital Health Software Developers
 

Moderator:
Benjamin Rosner, MD, PhD, FAMIA
UCSF

Speaker(s):
Stephen Konya, BBA
Assistant Secretary for Technology Policy (ASTP)

James Griffen, Mr.
Invene

Jaffer Traish, Mr.
Findhelp

Elaine Warren, MCS
SurvivorPlan

Author(s):
Benjamin Rosner, MD, PhD, FAMIA - UCSF;

8:18 AM - 8:36 AM

S12: AI & CDS (System Demonstrations)

EngageRx: A Remote Monitoring-Enabled, EHR-Integrated Clinical Decision Support System using Patient-Generated Data for Team-Based Hypertension Care

Speaker(s):
Valy Fontil, Medical Doctor
NYU Langone Health

Author(s):
Valy Fontil, MD MAS - NYU Grossman School of Medicine,; Jory Purvis, BSc - University of California San Francisco; Nicole Redfern, MPH - NYU Grossman School of Medicine; Deborah Onakomaiya, PhD MPH - NYU Grossman School of Medicine; Devin Mann, MD MS - NYU Grossman School of Medicine,; Madelaine Modrow, MPH - University of California San Francisco; Mark Pletcher, MD MPH - University of California San Francisco 

Trinity Ballroom

S28: New Frontiers in Cancer Detection (Oral Presentations)

Identifying a Multi-Stage Symptom Evolution Pattern of Colorectal Cancer in High-Risk Young Adults Using Patient-Centered Artificial Intelligence
 

Speaker(s):
Jiyeong Kim, PhD - University of California San Francisco 

Author(s):
Stephen Ma, MD, PhD - Stanford University School of Medicine; Jonathan Chen, MD, PhD - Stanford University Hospital; Julia Adler-Milstein, PhD, FACMI - UCSF School of Medicine;

S37: Watching the Watchtower: Keeping AI Honest on the Range (Oral Presentations)
 

Who Watches the AI? Evaluating the Performance of an LLM “Jury” for Scalable Monitoring of Deployed AI Systems

Speaker(s):
Parnaz Daneshpajouhnejad, MD
University of California, San Francisco

Author(s):
Rayna Kumar, Student - University of California, San Francisco; Benjamin Rosner, MD, PhD, FAMIA - UCSF;

2:24 PM - 2:36 PM

S35: Big Sky, Big Data: Public Health Surveillance (Oral Presentations)

Estimating the Prevalence of Antimicrobial-Resistant Gonorrhea in United States Counties Using Machine Learning Models

Speaker(s):
Ze Wang, BS, BA
University of California, San Francisco (UCSF)

Author(s):
Wanjun Gu, BS, BA - University of California, San Francisco (UCSF); Jingwen Li, MDS, MPH - Centrymed Pharmaceutical Co., Ltd; Reza Yaesoubi, PhD - UCSF;

Senators Lecture Hall

Poster Session 2

(164) Predicting 90-day Odontogenic Emergency Escalation from Routine Dental Visits Using Structured Electronic Health Record Data

Speaker(s):
Oscar Peng, BS
University of California, San Francisco

Author(s):
Marianna Elia, PhD - UCSF; Julian Hong, M.D., M.S. - UCSF;

(315) A Randomized Study of Mobile Phone Interface Complexity and Variations in In-Hospital Safety Reporting from Caregivers: Simpler is not always better

Speaker(s):
Naomi Bardach, MD, MAS
UCSF

Author(s):
Danea Horn, PhD - UCSF; Anjana Sharma, MD - UCSF; Nancy Netherland, BA - California Children's Trust; Deborah Franzon, MD - UCSF; Helen Pu, MD - UCSF; Kiana Washington, BA - UCSF; Leslie Magana, BA - UCSF; Urmimala Sarkar, MD MPH - UCSF; Glenn Rosenbluth, MD - University of California San Francisco; John Boscardin, PhD - UCSF; Alicia Fernandez, MD - UCSF; Naomi Bardach, MD, MAS - UCSF;

(355) Mining Fascinomas from Online Health Communities with LLMs

Speaker(s):
Sitar Eswar, Student (mentored by Tomiko Oskotsky)
Design Tech High School

(356) LLM Moneyball: A Novel Methodology for Evaluating LLM Jury Performance for Scalable Artificial Intelligence Monitoring

Speaker(s):
Rayna Kumar (mentored by Benjamin Rosner)
Lynbrook High School

Tuesday, November 10, 2026

Time (CST) 

Title 

Presenter 

Location 

S59: Chart Notes on the Dusty Trail: Documentation Is the Work (Oral Presentations)

EHR Time Decreases Are Not Consistently Associated with Burnout Changes Among AI Scribe Users: A Multi-Site Study

Speaker(s):
Erik Holbrook, MD
Mass General Brigham

Author(s):
Erik Holbrook, MD - Mass General Brigham; Christopher Toretsky, MPH - University of California, San Francisco; Michelle Frits, BA - Brigham and Women's Hospital; Christine Iannaccone, MPH - Brigham and Women's Hospital; Julia Adler-Milstein, PhD, FACMI - UCSF School of Medicine; Rebecca Mishuris, MD, MS, MPH - Mass General Brigham; Lisa Rotenstein, MD, MBA, MSc - UCSF;

S62: Where the Trail Leads: The Big Picture (Oral Presentations)

A Physician Interoperability Index for Longitudinal Measurement in Primary Care: Development and Findings

Speaker(s):
Meghan Hufstader Gabriel, PhD
Office of the Assistant Secretary for Technology Policy

Author(s):
Meghan Hufstader Gabriel, PhD - Office of the Assistant Secretary for Technology Policy; Harry Pham, MS - ABFM; Wesley Barker, M.S. - US Department of Health and Human Services; Nathaniel Hendrix, PharmD, PhD - American Board of Family Medicine; Vaishali Patel, PhD MPH - Assistant Secretary for Technology Policy/ Office of the National Coordinator for Health IT; Robert Phillips, MD MSPH; Andrew Bazemore; Julia Adler-Milstein, PhD, FACMI - UCSF School of Medicine; Jordan Everson, PhD - Georgetown University School of Medicine;

S62: Where the Trail Leads: The Big Picture (Oral Presentations)

Enterprise Evaluation of Oracle Clinical AI Agent Ambient Listening in the Military Health System Using Lights On Network and Cerner Advance Analytics: A Pragmatic Stepped-Wedge Trial

Speaker(s):
Morgan Carlile, MD
University of California San Francisco

Author(s):
Morgan Carlile, MD - University of California San Francisco; Scott Hopkins, MD - US Navy; James Wren, BS - Consortium for Health Services Research at the Uniformed Services University of the Health Sciences; Tracey Koehlmoos, PhD - Consortium for Health Services Research at the Uniformed Services University of the Health Sciences; Isaac Schwartz, MD, FACS - Defense Health Network - National Capital Region;

S69: Portals Talk: Digital Front Doors to Care (Oral Presentations)

Impact of Digital Support Interventions on Patient Portal Use Among Patients in an Urban Safety-Net Health System

Speaker(s):
Taylor Rapson, PhD, MPH
University of Washington

Author(s):
Taylor Rapson, PhD, MPH - University of Washington; Monica Naranjo-Arellano, BA - UCSF; James Ralston, MD - Kaiser Permanente Washington Health Research Institute, Kaiser Permanente Washington; Faviola Garcia; Beverly Green, MD, MPH; Christian Gutierrez, BA - UCSF; Sara Guzman-Estrada, Bachleor of Science - University of California, San Francisco; Elaine Khoong, MD, MS - University of California San Francisco; Urmimala Sarkar, MD MPH - UCSF; Jaekyu Shin, PharmD, MS - UCSF; Crystal Zhou, PharmD - UCSF; Courtney Lyles, PhD - UC Davis Center for Healthcare Policy and Research;

S77: When the Model Meets the Cowboy: Trust at the Point of Care (Oral Presentations)

Can Large Language Models Support Multi-Objective Decision Making?

Speaker(s):
Ritviksiddha Penchala, B.S.
University of California, San Francisco

Author(s):
Ritviksiddha Penchala, B.S. - University of California, San Francisco; Reza Yaesoubi, PhD - UCSF;

S93: Dollars, Decisions, and Downstream Effects (Oral Presentations)

Physician Cognitive Burden, Telemedicine, and Low-Value Care

Speaker(s):
A J Holmgren, PhD
University of California, San Francisco

Author(s):
Thomas Kannampallil, PhD - Washington University School of Medicine; Julia Adler-Milstein, PhD, FACMI - UCSF School of Medicine;

S91: From Fence Posts to Front Doors: Social Drivers of Health (Oral Presentations)

Community-Based Organizations’ Experiences and Desires of Using Electronic Tools to Facilitate Referrals for Health-related Social Needs

Speaker(s):
Bradley Iott, MPH, PhD
University of Michigan

Author(s):
Nancy Yang, MPH - UCSF; Matthew Pantell, MD, MS - University of California, San Francisco;

5:00 PM - 6:30 PM

Poster Session 3

(244) Assessing the Relationship between HIE and Patient Outcomes at National Scale

Speaker(s):
Julia Adler-Milstein, PhD, FACMI
UCSF School of Medicine

Author(s):
Ariel Linden, DrPH - UCSF; Jordan Everson, PhD - Georgetown University School of Medicine;

(340) The Uneven Distribution of Patient Portal Messages Across Patients and Physicians

Speaker(s):
A J Holmgren, PhD
University of California, San Francisco

Author(s):
Nate Apathy, PhD - University of Maryland; Ateev Mehrotra, MD MPH - Brown University; Michael Chernew, PhD - Harvard University;

Trinity Exhibit Hall (Posters)

S103: Mind on the Range: Behavioral Informatics Innovations (Oral Presentations)

Evaluating General Purpose Large Language Models as Autism-Related Behavioral Feature Extractors
 

Speaker(s):
Sameer Neupane, PhD
University of California San Francisco

Author(s):
Sameer Neupane, PhD - University of California San Francisco; Mohammadmahdi Honarmand, BS - Department of Mechanical Engineering, Stanford University, Stanford; Dennis Wall, PhD, FACMI - Stanford University, Division of Systems Medicine; Peter Washington, PhD - University of California, San Francisco;

S100: It Takes a Village: Community, Context, and Human-in-the-Loop (Oral Presentations)

When Annotators Differ In Expertise Level: Human Rater Domain Shift In Human-In-The-Loop Autism Classification

Speaker(s):
Aditi Jaiswal, MS
University of Hawaii at Manoa

Author(s):
Aditi Jaiswal, MS - University of Hawaii at Manoa, Department of Information and Computer Sciences; Saimourya Surabhi, masters - Stanford university, Department of Pediatrics, Division of Clinical Informatics; Kaitlyn Dunlap, MRes - Stanford University, Department of Pediatrics, Division of Clinical Informatics; Mohammadmahdi Honarmand - Stanford University, Department of Mechanical Engineering; Parnian Azizian - Stanford University, Department of Mechanical Engineering; Katy Tarrit, PhD - University of Hawai'i at Manoa, Department of Information and Computer Sciences; Dennis Wall, PhD, FACMI - Stanford University, Stanford University, Department of Pediatrics, Division of Clinical Informatics and Department of Biomedical Data Science ; Peter Washington, PhD - University of California, San Francisco, Department of Medicine, Division of Clinical Informatics and Digital Transformation;

S106: Sharing successes for advancing health equity: Breaking challenges and stereotypes of the digital divide (Panel)

Sharing successes for advancing health equity: Breaking challenges and stereotypes of the digital divide

Moderator:
Hanna Barton, PhD
University of Wisconsin-Madison

Speaker(s):
Neslihan Gurol, PhD, MS, MBA, MACC, MPP
UNT

Beatriz Manzor, PharmD
University of Michigan, Ann Arbor

Author(s):
Marcy Antonio, PhD, MPH, FAMIA - University of Michigan, Ann Arbor; L Weaver, MLIS, PhD - University of Utah; Neslihan Gurol, PhD, MS, MBA, MACC, MPP - UNT; Tiffany Veinot, PhD - University of Michigan School of Information; Elaine Khoong, MD, MS - University of California San Francisco;

S112: No Chart Left Behind: EHR Data Quality and Clinical Workflow (Oral Presentations)

Who Benefits Most from AI Scribes: Results from the Multisite Ambient Clinical Documentation Collaborative

Speaker(s):
Lisa Rotenstein, MD, MBA, MSc
UCSF

Author(s):
Lisa Rotenstein, MD MBA MSc - University of California at San Francisco (UCSF); Reema Dbouk, MD - Emory University School of Medicine; Scott MacDonald, MD - UC Davis Health; Brian Williams, MD - Yale New Haven Health; Lee Schwamm, MD - Yale School of Medicine; Sara Murray, MD, MAS - UCSF; Maria Byron, MD - University of California, San Francisco; Jacqueline You, MD, MBI - Mass General Brigham; Adam Landman, MD - Mass General Brigham; Karandeep Singh, MD, MMSc - University of California, San Diego; Ming Tai-Seale, PhD, MPH - UCSD; Katherine Lawrence, MD MPH - New York University Grossman School of Medicine; Edward Melnick, MD, MHS - Yale New Haven Health; David Bates, MD - Mass General Brigham; Harvard University; Julia Adler-Milstein, PhD, FACMI - UCSF School of Medicine; Rebecca Mishuris, MD, MS, MPH - Mass General Brigham; A J Holmgren, PhD - University of California, San Francisco;