PROGRAM

May 28:
Matching Data, Tools, and Expertise

May 29:
Learning With Luminaries

8:30 – 9:30 Breakfast

Breakfast is served in the open area.

9:30 – 10:00 Welcome & Introduction

What Problems Should We Be Solving?

Dr. Marzyeh Ghassemi, PhD

Assistant Professor in Computer Science and Medicine, University of Toronto
Faculty Member, Vector Institute
Artificial Intelligence Chair, Canadian Institute For Advanced Research

What Opportunities Can Be Taken?

Dr. Robert Reid, MD, MPH, PhD

Chief Scientist, Trillium Health Partners
Senior Vice-President Science, Trillium Health Partners
Professor, Institute for Health Policy, Management and Evaluation, University of Toronto

10:00 – 11:00 Set #1: Concurrent Sessions on Addressing a Hierarchy of Healthcare Opportunities

Mental Health Tools for Fast-Onset Crises

Led by

Dr. Rajesh Girdhari, Dr. Ian Dawe and Dr. Tim Guimond

Notetaker:
Krish Bilimoria

Population Health, Resource Use and Allocation

Led by

Dr. Laura Rosella and Dr. Muhammad Mamdani

Notetaker:
Mohammad Asad-Lari

Healthcare Operations, Tools and Scores and Patient Flow

Led by

Dr. Ben Fine
and Dr. Peter Laussen

Notetaker:
Sujay Nagaraj

Managing Chronic Cardiovascular/Respiratory Diseases

Led by

Dr. Amol Verma and Dr. Vipan Nikore

Notetaker:
Jethro Kwong

11:00 – 12:00 Set #2: Concurrent Sessions on Addressing a Hierarchy of Healthcare Opportunities

EHR Data Mining to Build Patient Cohorts/ Phenotypes

Led by

Dr. Peter Laussen and Dr. Tristan Naumann

Notetaker:
Mohammad Asadi-Lari

Cross Site Data Sharing/Model Sharing

Led by

Dr. Alistair Johnson and Dr. Ben Fine

Notetaker:
Jethro Kwong

Automating /Supporting Records, Codes and Documents

Led by

Dr. Amol Verma, Dr. Trevor Jamieson and Nicola Sahar

Notetaker:
Nishila Mehta

Predicting Onsets and Events in ED Environment

Led by

Dr. Sam Vaillancourt and Dr. Devin Singh

Notetaker:
Christine Wang

12:00 – 1:30 Lunch

Closed-door start-up sessions.

1:30 – 2:30 Intentionally Contentious Debates

All Debates Moderated by:	Dr. Muhammad Mamdani

Friends Don’t Let Friends Use Claims	Andrew Beam vs. Marzyeh Ghassemi
Non-Causal Models Are Fake	Rahul Gopalkrishnan vs. Rajesh Ranganath
Structured Data is a Coded Lie	Tristan Naumann vs. Stephanie Hyland
We Will Never Listen to the Robot Overlord	Ben Fine vs. Leo Celi

2:30 – 3:30 Set #3: Concurrent Sessions on New Research in Machine Learning

Learning with Passive Data (Search, Wearables, etc.)

Led by

Dr. Elad Yom-Tov and Dr. Menachem Fromer

Notetaker:
Natan Simchovich

Scalable Causal Reasoning

Led by

Dr. Rajesh Ranganath and Dr. George Chen

Notetaker:
Liam McCoy

Continuous Learning and Models that Update

Led by

Dr. Tristan Naumann and
Dr. Donny Cheung

Notetaker:
Felipe Morgado

Representation Learning, Patient Similarity, and Subtyping

Led by

Dr. Edward Choi and
Dr. Madeline Udell

Notetaker:
Amy Lu

3:30 – 4:30 Set #4: Concurrent Sessions New Research in Machine Learning

Economics and Policy in Learning from Health Data

Led by

Dr. George Chen and Dr. Leo Celi

Notetaker:
Jennifer Zheng

Zero/One-shot Learning, Semi-Supervised with Weak Labels

Led by

Dr. Rahul Gopalkrishnan and Dr. Michael Hughes

Notetaker:
Liam McCoy

Fairness in ML for Health

Led by

Irene Chen and Dr. Mila Hardt

Notetaker:
Amy Lu

Effective Model Deployment

Led by

Dr. Elham Dolatabadi and Dr. Stephanie Hyland

Notetaker:
Mei Chen

4:30 – 5:00 Closing and Wrap-up

Dr. Marzyeh Ghassemi, PhD

6:30 – 9:00 Social Event at Batch (Optional)

Batch
75 Victoria St, Toronto ON M5C 2B1
*Heavy appetizers included.

9:00 – 9:30 Breakfast

Breakfast is served in the open area.

9:30 – 10:30 Luminaries Speak – Featuring Geoffrey Hinton and Peter Laussen

Introduction by Dr. Marzyeh Ghassemi, PhD

Dr. Dante Morra, MD, MBA, FRCP(C)

Chief of Staff, Trillium Health Partners
Associate Professor of Medicine, University of Toronto
Adjunct Professor, Rotman School of Management

Where is AI Going?

Dr. Geoffrey Hinton, PhD

Chief Scientific Advisor, Vector Institute
VP and Engineering Fellow, Google
Emeritus Distinguished Professor of Computer Science, University of Toronto
Companion of the Order of Canada
Recipient ACM A.M. Turing Award

Where Medicine Needs ML.

Dr. Peter C. Laussen, MB.BS.,FCICM

Chief of the Department of Critical Care Medicine at the Hospital for Sick Children
Professor in Anaesthesia at the University of Toronto
David and Stacey Cynamon Chair in Critical Care Medicine

10:30 – 11:30 Considering the Implementations – Real Examples of How to Deploy ML in Health

Moderator: Ahmed Nasir

Manager of Innovation at the Institute for Better Health at Trillium Health Partners

Dr. Kamran Khan

Founder of BlueDot
Associate Professor in the Division of Infectious Diseases at the Dalla Lana School Of Public Health and the Institute of Health Policy Management and Evaluation

Dr. Sonny Kohli

MD, Co-Founder Cloud DX, XPRIZE Bold Epic Innovator Winner

Douglas Queen, BSc, PhD, MBA

Swift Medical Commercial Development Lead

11:30 – 12:00 Closing and Wrap-up!

Dr. Marzyeh Ghassemi, PhD

Assistant Professor in Computer Science and Medicine, University of Toronto
Faculty Member, Vector Institute
Artificial Intelligence Chair, Canadian Institute For Advanced Research