Libsyn Directory

[25] AI Reporting Reform: Raising the Bar for Transparency of Large Language Model use in Medical Education Research

KeyLIME+ (Key Lessons and Innovations in Medical Education)

Release Date: 09/30/2025

2026 Summer Rewind #4

KeyLIME+ (Key Lessons and Innovations in Medical Education)

[43] The Hidden Curriculum Exposed: When the CEOs of Canada’s Family Medicine and Specialist Colleges Compare Notes on Medicine’s Unwritten Lessons This episode was first released on May 26, 2026 On this episode of KeyLIME+, Adam sits down with Chris Watling and Mike Allan (the CEOs of Canada’s two national medical colleges) to unpack the hidden curriculum in medicine. Together, they explore how subtle signals in our learning and working environments shape identity, influence career pathways, and reinforce hierarchies both between and within disciplines. From the loss of shared spaces...

2026 Summer Rewind #3

KeyLIME+ (Key Lessons and Innovations in Medical Education)

[38] AI and Emerging Skill Gaps: Deskilling, Never‑Skilling, Mis‑Skilling—and What Educators Can Do About It All This episode was first released on March 17, 2026 In this episode, Adam sits down with Dr. Raja-Elie Abdulnour to explore how AI is reshaping medical education and why it has the potential to quietly erode clinical reasoning. They discuss the emerging risks of deskilling, never-skilling, and mis-skilling, and how AI can widen gaps between high-performing and low-performing learners. Raja-Elie introduces the DEFT-AI framework, a practical approach for turning AI-assisted...

2026 Summer Rewind #2

KeyLIME+ (Key Lessons and Innovations in Medical Education)

[32] Designing Learning That Learns: The Promise of Precision Medical Education This episode was first released on January 06, 2026 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...

2026 Summer Rewind #1

KeyLIME+ (Key Lessons and Innovations in Medical Education)

[28] Cookies, Charisma & Bias: Exploring the Hidden Consequences and Impact of Teaching Evaluations This episode was first released on November 11, 2025 Description 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...

[45] The Physician’s Next Skill Set: From AI to What Comes Next

KeyLIME+ (Key Lessons and Innovations in Medical Education)

On this episode of KeyLIME+, Adam sits down with ‘the medical futurist', Dr. Bertalan Meskó, to explore what it means to prepare for the future of medicine in an era currently shaped by artificial intelligence. Using prompt engineering as a starting point, the conversation moves beyond the technical to focus on a deeper shift in how clinicians adapt in the face of rapid change. Together, they examine the risks of over-reliance on AI, the pitfalls of bold predictions, and the enduring role of human connection in healthcare. The discussion ultimately reframes AI not as the...

[44] Formative, Not Performative: Rethinking Teaching Evaluations to Help Teachers Grow

KeyLIME+ (Key Lessons and Innovations in Medical Education)

Clinical teaching happens in real time, but feedback about that teaching does not. Too often, feedback shows up late, feels vague, or never arrives at all, especially for the everyday teaching that happens on shift, in the hallway, or at the bedside. Adam speaks with Dr. Esther Bui about why that gap persists, and what it might look like to close it. Esther shares what led her team to build myTE, an app-based tool designed to capture in-the-moment teaching feedback. Together, they explore what traditional evaluation systems tend to miss, why authentic quality feedback is so important,...

[43] The Hidden Curriculum Exposed: When the CEOs of Canada’s Family Medicine and Specialist Colleges Compare Notes on Medicine’s Unwritten Lessons

KeyLIME+ (Key Lessons and Innovations in Medical Education)

On this episode of KeyLIME+, Adam sits down with Chris Watling and Mike Allan (the CEOs of Canada’s two national medical colleges) to unpack the hidden curriculum in medicine. Together, they explore how subtle signals in our learning and working environments shape identity, influence career pathways, and reinforce hierarchies both between and within disciplines. From the loss of shared spaces like physician lounges, to structural pressures such as competition for residents and fragmented training pathways, to the powerful role of public narratives, the conversation examines how these forces...

[42] La Concordance de Script et la Formation par Concordance : Des origines aux nouvelles applications

KeyLIME+ (Key Lessons and Innovations in Medical Education)

Dans cet épisode de KeyLIME+, Adam s’entretient avec le Dr Bernard Charlin à propos de la théorie de la concordance de script, une approche permettant de comprendre et d’évaluer le raisonnement clinique dans des contextes médicaux incertains et complexes. Ils explorent comment le test de concordance de script saisit certaines des nuances de la prise de décision en situation réelle en analysant la manière dont les cliniciens ajustent leur réflexion face à de nouvelles informations. Ils approfondissent également comment cette approche va au-delà de l’évaluation pour devenir...

[41] Thinking Beyond the Patient: Planetary Health in Medical Education

KeyLIME+ (Key Lessons and Innovations in Medical Education)

On this episode of KeyLIME+, Adam and guest resident co-host Julia Sawatzky speak with Dr. Bhavini Gohel to explore the intersection of planetary health and medical education, highlighting how climate change impacts healthcare and what physicians can do to help. Together, they unpack what planetary health really means, why it has become an important issue for clinicians and educators, and how it shows up in everyday practice. The conversation also explores how medical training can meaningfully integrate planetary health without adding burden, and what this can mean for the future roles...

[40] Mentorship Matters: Turning Potential into Performance in Medical Education

KeyLIME+ (Key Lessons and Innovations in Medical Education)

In this episode, Adam speaks with Dr. Ruth Gotian about the critical role of mentorship in cultivating high-performance individuals. Drawing on her research on elite performers - including Nobel laureates, Olympic athletes, and successful physicians - Ruth highlights how success can be nurtured through intrinsic motivation, resilience, and supportive mentoring relationships. The discussion explores distinctions between mentorship and sponsorship, the powerful impact of mentorship on reducing burnout, and offers practical strategies for medical educators to enhance their own...

More Episodes

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

Follow: Dr. Adam Szulewski https://x.com/Adam_Szulewski  

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