2022 Main Conference Agenda
Location: Durham Convention Center - 301 W Morgan St, Durham, NC 27701
Livestream link here.
Friday, August 5th, 2022 (all times are EDT)
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8:00 - 9:00 Breakfast and Coffee
-----Session 1 -----
9:00 - 9:05 Introductions, Mark Sendak, MD
9:05 - 9:30 Allan Kirk, MD, PhD, Duke University
9:30 - 9:55 Jitendra Malik, PhD, University of California at Berkeley
Observing People
9:55 - 10:25 Moderated Discussion/Q&A with Jitendra Malik and Allan Kirk
Moderator: Serena Yeung, PhD
10:25 - 10:50 Spotlight presentations for Posters A
10:50 - 11:25 Coffee Break
---Poster Session A & Roundtables---
11:25 - 11:55 Roundtables with Gold Sponsors:
Abridge - Topic: Documenting and Summarizing Clinical Conversations
Description: Automatic documentation of clinical conversations can help combat physician burnout, improve patient adherence, and provide accurate risk assessment. Developing solutions in this space involves tackling several challenges from spontaneous conversation understanding, summarization, and information extraction in the presence of medical jargon. In this roundtable, let's discuss the challenges, applications, and benefits of automatically documenting doctor-patient conversations.
Health[at]Scale - Topic: Recruiting and to discuss Health[at]Scale’s work
Optum - Topic: Optum Technology: Discussing our Company’s Work
Medical Informatics Corporation - Topic: Perioperative AI User Group
Note: Virtual Attendees can participate in “Virtual Roundtable Discussion 1” during this time at this link.
11:55 - 12:40 Spotlight presentations for Posters A
12:40 - 14:00 Lunch / Papers Research Track Posters A
-----Session 2-----
14:00 - 14:25 Andrew Bazemore, MD, PhD, American Board of Family Medicine
14:25 - 14:50 Been Kim, PhD, Google Brain
Don’t do it Emmanuel! How to stop worrying about interpretability, and start making progress
14:50 - 15:20 Moderated Discussion/Q&A with Andrew Bazemore and Been Kim
Moderator: Jim Fackler, MD
15:20 - 15:40 Coffee Break
---Poster Session B ---
15:40 - 16:25 Spotlight presentations for Posters B
16:25 - 18:00 Drinks & Appetizers / Papers Research Track Posters B
Saturday, August 6th, 2022
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8:00 - 10:00 Breakfast and Coffee
Spotlight presentations for Posters C / Clinical Abstracts will be played during breakfast
-----Session 3-----
10:00 - 10:25 Tristan Naumann, PhD, Microsoft
Natural Language Processing for Healthcare
10:25 - 10:50 Cara O’Brien, MD, Duke University
One Clinician’s “How To” Guide for Developing and Implementing AI Tools in Healthcare
10:50 - 11:20 Moderated Discussion/Q&A with Tristan Naumann and Cara O’Brien
Moderator: Zack Lipton, PhD
---Poster Session C & Roundtables---
11:20 - 12:05 Roundtables
Interdisciplinary ML+Healthcare collaborations (Host: Jeff Jopling)
ML Ops (Hosts: Marshall Nichols & Michael Gao)
Reinforcement learning in healthcare: challenges and opportunities (Host: Shengpu Tang)
Challenges in transportability of predictive models in healthcare (Host: Rahul Krishnan)
Mentorship (Host: Shems Saleh)
Machine Learning Considerations for Medical Imaging (Host: Josiah Aklilu)
Algorithmic Justice (Host: Willie Boag)
Note: Virtual Attendees can participate in “Virtual Roundtable Discussion 2” during this time at this link.
12:05 - 14:05 Lunch / Clinical Abstract Posters Posters C
-----Session 4-----
14:05 - 14:30 Fan Li, PhD, Duke University
Machine learning for causal inference: A cautionary tale
14:30 - 14:55 Miguel Hernan, PhD, Harvard University
What does “learning from data” mean? A taxonomy of tasks for health data science
14:55 - 15:25 Moderated Discussion/Q&A with Fan Li and Miguel Hernan
Moderator: Rajesh Ranganath, PhD
Feedback Session
15:30 - 16:30 Open feedback session with the MLHC Organizers to discuss ways to improve the conference in the future.
