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Artificial intelligence (AI) and machine learning (ML) have transformed our lives. The adoption of AI in medicine has perhaps lagged its adoption in other areas, and machine learning in healthcare has had mixed results. In this episode, Drs. Muhammad Mamdani and Amol Verma discuss a series of three CMAJ articles on the development, use, misuse, and evaluation of machine-learned models in medicine. Dr. Muhammad Mamdani is vice-president of data science and advanced analytics at Unity Health Toronto, director of the Temerty Center for Artificial Intelligence Education and Research in Medicine, and professor at the University of Toronto. Dr. Amol Verma is a physician and scientist at St. Michael's Hospital and the University of Toronto, an AMS healthcare fellow in compassion and artificial intelligence and a provincial clinical lead in health quality improvement with Ontario Health. They are both two of the authors of the articles series published in CMAJ: Implementing machine learning in medicinehttps://www.cmaj.ca/lookup/doi/10.1503/cmaj.202434Problems in the deployment of machine-learned models in health carehttps://www.cmaj.ca/lookup/doi/10.1503/cmaj.202066Evaluation of machine learning solutions in medicinehttps://www.cmaj.ca/lookup/doi/10.1503/cmaj.210036Podcast transcript: https://www.cmaj.ca/transcript-202434-----------------------------------This podcast episode is brought to you by Audi Canada. The Canadian Medical Association has partnered with Audi Canada to offer CMA members a preferred incentive on select vehicle models. Purchase any new qualifying Audi model and receive an additional cash incentive based on the purchase type. Details of the incentive program can be found at https://www.audiprofessional.ca.-----------------------------------This podcast episode is brought to you by Dr. Bill. Dr. Bill makes billing on the go easy and pain free. Start your 45-day free trial today: https://www.drbill.app/cmaj-----------------------------------This podcast episode is brought to you by Shingrix. Learn more at:https://www.shingrix.ca/en-ca/index.html-----------------------------------Subscribe to CMAJ Podcasts on Apple Podcasts or your favourite podcast app. You can also follow us directly on our SoundCloud page or you can visit https://www.cmaj.ca/page/multimedia/podcasts.

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