[33] KeyLIME+ live at ICRE Part 1: Building Trust, Fostering Growth, and Strengthening Connection with AI in Medical Education

In this first half of our special two-part episode of KeyLIME+, recorded live in Quebec City at the International Conference on Residency Education, Adam is joined by resident co-host Dr. Rory Clarke and guests Drs. Kimberly Lomis and Martin Pusic to explore how AI is transforming medical education. They discuss how AI is reshaping trust, connection, and growth in residency education, including its potential to enhance personal connections, mentorship, and personalized learning. Along the way, they share practical strategies educators can use to strike the right balance between innovation and human-centredness.    Length of episode:  30:46    Contact us: [email protected]      Follow: Dr. Adam Szulewski https://x.com/Adam_Szulewski       

In this episode of KeyLIME+, Adam speaks with Dr. Sanjay Desai to explore the concept of precision education in medical training. They discuss how data and technology can personalize medical education, making it more efficient and tailored to individual learner needs. Sanjay emphasizes the importance of using data to assess learner performance and the need for a shift in power towards learners, allowing them greater agency in their education. The conversation also touches on the foundational principles of precision education, the challenges of implementing these innovations, and the balance between fostering innovation and ensuring trust in medical education.   Length of episode:  35:28  Contact    Contact us: [email protected]      Follow: Dr. Adam Szulewski https://x.com/Adam_Szulewski       

On this episode of KeyLIME+, Adam sits down with Terry Soleas to unpack how AI is changing medical education. Together, they explore why AI literacy is essential for healthcare professionals and how understanding the technology can help us harness its benefits while avoiding its pitfalls. The conversation dives into the tension between innovation and skill atrophy, the importance of human oversight, and the evolving role of educators in an AI-driven world. From practical "yes" and "no" zones for AI use to strategies for keeping curricula agile, Terry offers insights into how we can prepare for a future where AI is everywhere.  Length of episode:  36:18  Contact    Contact us: [email protected]      Follow: Dr. Adam Szulewski https://x.com/Adam_Szulewski     

In this episode of KeyLIME+, Adam, along with co-host Greta Askin, delve into the novel area of Visually Enhanced Mental Simulation (VEMS) with guest Vic Brazil. They discuss how VEMS differs from traditional high-fidelity simulations, emphasizing its simplicity, flexibility, and effectiveness in engaging healthcare teams. The conversation highlights the importance of teamwork, communication, and cognitive load in simulation training. They review practical applications and some tips about how educators might integrate VEMS into their own teaching.    Length of episode: 43.17       Contact   Contact us: [email protected]    Follow: Dr. Adam Szulewski https://x.com/Adam_Szulewski   

In this episode of KeyLIME+, Adam sits down with David Morkal, a retired fire chief from the New York Fire Department. They explore David's unique journey from a background in theater to leading teams in high-pressure firefighting situations. The discussion delves into leadership lessons learned from David's experience working during 9/11, the importance of mentorship, coping with trauma, and the evolution of peer support programs within the fire service. David offers thoughtful insights on the value of experience, empathy, and the need for ongoing connections between generations in both firefighting and medicine.   Length of episode: 36:48  Contact   Contact us: [email protected]     Follow: Dr. Adam Szulewski https://x.com/Adam_Szulewski    

In this episode, Adam (and resident guest co-host Mario Corrado) speak with Dr. Lynfa Stroud about the complexities of teaching evaluations in medical education. They discuss some of the biases that influence evaluations, the unintended consequences that can arise, and the delicate power dynamics between learners and educators. Their conversation underscores the need for a more nuanced, supportive approach to assessing teaching quality - one that moves beyond student ratings to foster genuine growth and development in medical education.  Length of episode: 48:34  Resources to check out   How Teacher Evaluations Broke the University "We give them all A's, and they give us all fives." By Rose Horowitch  https://www.theatlantic.com/ideas/archive/2025/09/teacher-evaluations-grade-inflation/684185/    The Doctor Fox Lecture: A Paradigm of Educational Seduction Donald H. Naftulin, M.D., John E. Ware, Jr., and Frank A. Donnelly https://romanfrigg.org/wp-content/uploads/links/Dr_Fox_Lecture.pdf    Stroebe, W. (2020). Student Evaluations of Teaching Encourages Poor Teaching and Contributes to Grade Inflation: A Theoretical and Empirical Analysis. Basic and Applied Social Psychology, 42(4), 276–294. https://doi.org/10.1080/01973533.2020.1756817  https://www.tandfonline.com/doi/full/10.1080/01973533.2020.1756817    Contact   Contact us: [email protected]     Follow: Dr. Adam Szulewski https://x.com/Adam_Szulewski      

On this episode of KeyLIME+, Adam speaks with Charlotte van Sassen about the subtle ways that knowledge of patient outcomes can influence how supervisors assess clinical reasoning. Their conversation uncovers the impact of outcome bias on feedback and evaluation in medical education, exploring the challenges this presents for fairness and learning. They also discuss strategies to recognize and address these biases, aiming to improve how we support trainee development in complex clinical environments.   Length of episode :  30:52     Resources to check out:    https://pubmed.ncbi.nlm.nih.gov/40479526/  van Sassen C, Mamede S, van den Broek W, Bindels P, Zwaan L. Does Knowledge of Clinical Case Outcome Influence Supervisor Evaluation of Resident Clinical Reasoning? Acad Med. 2025 Jun 6  Zwaan L, Monteiro S, Sherbino J, et al Is bias in the eye of the beholder? A vignette study to assess recognition of cognitive biases in clinical case workupsBMJ Quality & Safety 2017;26:104-110. https://qualitysafety.bmj.com/content/26/2/104.abstract  Caplan RA, Posner KL, Cheney FW. Effect of Outcome on Physician Judgments of Appropriateness of Care. JAMA. 1991;265(15):1957–1960. doi:10.1001/jama https://jamanetwork.com/journals/jama/article-abstract/385633  Contact us: [email protected]      Follow: Dr. Adam Szulewski https://x.com/Adam_Szulewski    

This episode of KeyLIME+ delves into the complexities of clinical learning environments in medical education. Adam and guest co-host Danielle Chang speak with Jena Hall about the dynamic nature of these environments, their impact on patient outcomes, and the importance of adapting to external societal influences. They discuss the challenges of physician burnout, the role of social media, and the integration of AI in medical training. The conversation emphasizes the need for intentional adaptability in educational practices to foster a supportive and effective learning atmosphere for the doctors of tomorrow.    Length of episode : 39:45    Resources to check out:   Nordquist J, Silva S, Caverzagie K, Hall J. Clinical learning environments: Updates. Med Teach. 2025 Jun;47(6):911-917. https://pubmed.ncbi.nlm.nih.gov/39901697/      Asch DA, Nicholson S, Srinivas S, et al. Evaluating obstetrical residency programs using patient outcomes. JAMA. 2009;302(12):1277–1283. doi: 10.1001/jama.2009.1356    Thoma B, Karwowska A, Samson L, Labine N, Waters H, Giuliani M, Chan TM, Atkinson A, Constantin E, Hall AK, Gomez-Garibello C, Fowler N, Tourian L, Frank J, Anderson R, Snell L, Van Melle E. Emerging concepts in the CanMEDS physician competency framework. Can Med Educ J. 2023 Mar 21;14(1):4-12. https://pubmed.ncbi.nlm.nih.gov/36998506/     Contact us: [email protected]      Follow: Dr. Adam Szulewski https://x.com/Adam_Szulewski    

In today's show, Adam chats with Gustavo Patino to discuss the implications of artificial intelligence in medical education publishing. They explore the need for transparency in AI model reporting, issues related to predictive accuracy, and the potential biases that can arise in AI applications. The conversation emphasizes the growing need for clear reporting guidelines in the use of AI in health professions education research and reviews some practical strategies to achieve this goal.  Length of Episode: 31:04  Contact us: [email protected]     Follow: Dr. Adam Szulewski https://x.com/Adam_Szulewski    

On this episode of KeyLIME+, Adam speaks with Maria Mylopoulos to explore the concept of adaptive expertise in medical education. They discuss theories of expertise development, the importance of fostering adaptive expertise, and the need for a shift in educational practices to better prepare physicians for the complexities and uncertainties of modern healthcare. They review the differences between routine and adaptive expertise, as well as strategies for promoting productive struggle and variation in learning environments. The conversation emphasizes the necessity of embracing uncertainty as a fundamental aspect of expert practice and the importance of integrating innovative ideas from physicians on the ground into educational theory.   Length of episode : 33:11  Resources to check out   Mylopoulos M, Kulasegaram K, Woods NN. Developing the experts we need: Fostering adaptive expertise through education. J Eval Clin Pract. 2018 Jun;24(3):674-677.   https://pubmed.ncbi.nlm.nih.gov/29516651/   Contact   Contact us: [email protected]     Follow: Dr. Adam Szulewski https://x.com/Adam_Szulewski