Using AI, data analytics and federated learning to improve patient care | Utiliser l'IA, l'analyse de données et l'apprentissage fédéré pour améliorer les soins aux patients

Dr. Amol Verma is a physician and scientist in General Internal Medicine at St. Michael’s Hospital and the Temerty Professor of AI Research and Education in Medicine at the University of Toronto. Dr. Verma co-founded and co-leads GEMINI, Canada’s largest hospital clinical data research network. - Objectives of GEMINI, using data to improve the quality of care \[1:49] - Digitization of health care and unlocking siloed information to improve health care delivery \[5:01] - Scaling GEMINI and interoperability across institutions and electronic medical records systems \[7:50] - Pooling data: batch data dumps vs. real-time data feeds \[11:16] - Data de-identification, Five Safes framework, and handling unstructured personal health information \[13:35] - What is federated learning? \[18:20] - Benefits of data sharing in health care from reducing length of hospital stay to recognizing/predicting delirium in patients \[22:15] - Ensuring transparency and fostering trust \[29:10] - Explaining the use of AI to patients \[33:45] Resources: - GEMINI - AI Scribes: Key Considerations for the Health Care Sector (IPC Guidance) - AI Scribes Checklist: Key Considerations for the Health Care Sector (IPC Guidance) - Principles for the Responsible Use of Artificial Intelligence (IPC and Ontario Human Rights Commission) - Digital Health Under PHIPA: Selected Overview (IPC Guidance) - Case of Note: Artificial intelligence gone wrong: Why custodians need strong AI frameworks and policies (IPC Guidance) - Privacy Day 2026: Trustworthy AI in Health: The Promise, Perils, and Protections (YouTube) - Privacy Day 2025: The Power of PETs: Privacy Enhancing Technologies (YouTube) Info Matters is a podcast about people, privacy, and access to information hosted by Patricia Kosseim, Information and Privacy Commissioner of Ontario. We dive into conversations with people from all walks of life and hear stories about the access and privacy issues that matter most to them.  If you enjoyed the podcast, leave us a rating or a review.  Have an access to information or privacy topic you want to learn more about? Interested in being a guest on the show? Comment on our posts on BlueSky and LinkedIn or email your ideas to [podcast@ipc.on.ca](mailto:podcast@ipc.on.ca). The information, opinions, and recommendations presented in this podcast are for general information only. It should not be relied upon as a substitute for legal advice. Unless specifically stated otherwise, the IPC does not endorse, approve, recommend, or certify any information, product, process, service, or organization presented or mentioned in this podcast, and information from this podcast should not be used or reproduced in any way to imply such approval or endorsement. None of the information, opinions and recommendations presented in this podcast bind the IPC’s Tribunal that may be called upon to independently investigate and decide upon an individual complaint or appeal based on the specific facts and unique circumstances of a given case.