KeyLIME+

Latest Episodes:

[47] Why Good Ideas Get Stuck: Sludge, Nudges, and Choice Architecture Sep 15, 2026

Show notes

In this episode, Dr. Lea Harper joins Adam to discuss how behavioral economics can shape clinician behavior in medical education and clinical practice. They explore the difference between nudging and sludge, the role of default options, and how system design influences everyday decisions.

Using examples from health care and beyond, the conversation examines how unnecessary friction slows progress and how thoughtful system design can help good ideas get over the finish line and effect meaningful change.

Episode Length: 34:06

Resources to check-out

Harper, L., Coderre, S., Lithgow, K., Kelly‐Turner, K., Davis, M., & McLaughlin, K. (2025). We should nudge clinicians and trainees to participate in health professions education programmes. Medical Education, 59(12), 1333-1340.

Nudge: Improving Decisions about Health, Wealth, and Happiness. Thaler, R. H., & Sunstein, C. R. (2021). Nudge: The final edition. Penguin.

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[46] High Standards, Changing Realities: Competence, Certification, and the Evolving Healthcare Landscape Sep 01, 2026

Show notes

Are we chasing a standard of excellence that today's healthcare system can realistically sustain? On this episode of KeyLIME+, Adam speaks with medical education leaders Drs. Farhan Bhanji and Damon Dagnone about the future of medical education and healthcare in Canada. They explore Competence by Design, the tension between certification and licensure, the physician workforce crisis, and the changing role of internationally trained physicians in Canada. As pressures mount on healthcare systems, regulators, and training programs, the conversation explores an important question: how should medical education evolve to meet the needs of learners, physicians, and patients in today's healthcare environment

Episode Length: 47:48

Resources to check-out

John Norcini, Irina Grabovsky, Michael A Barone, M Brownell Anderson, Ravi S Pandian, Alex J Mechaber, The Associations Between United States Medical Licensing Examination Performance and Outcomes of Patient Care, Academic Medicine, Volume 99, Issue 3, March 2024, Pages 325–330, https://doi.org/10.1097/ACM.0000000000005480

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2026 Summer Rewind #4 Aug 18, 2026

Show notes

[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 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 quietly sculpt our professional culture. Chris and Mike reflect on their own professional experiences, the impacts felt by learners in both family and specialty practice, and what it might take to move toward a more respectful, connected, and collaborative medical community.

Length of Episode: 38:11

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

2026 Summer Rewind #3 Aug 04, 2026

Show notes

[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 moments into teaching opportunities that strengthen, rather than outsource clinical judgment. Their conversation highlights both the promise of AI and the need to help learners use it wisely so we do not lose the core of what it means to be a medical expert.

Length of episode: 41:30

Resources to check out: -

https://www.nejm.org/doi/full/10.1056/NEJMra2503232

https://www.ynharari.com/book/nexus/

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2026 Summer Rewind #2 Jul 21, 2026

Show notes

[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 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

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

2026 Summer Rewind #1 Jul 07, 2026

Show notes

[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 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

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[45] The Physician's Next Skill Set: From AI to What Comes Next Jun 24, 2026

Show notes

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 destination, but as a tool for helping clinicians prepare for what lies ahead.

Length of Episode: 39:23

Resources to check out:

Meskó B. Prompt Engineering as an Important Emerging Skill for Medical Professionals: Tutorial. J Med Internet Res. 2023 Oct 4;25:e50638.

Episode 38 AI and Emerging Skill Gaps: Deskilling, Never-Skilling, Mis-Skilling – and What Educators Can Do About It All

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[44] Formative, Not Performative: Rethinking Teaching Evaluations to Help Teachers Grow Jun 09, 2026

Show notes

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, and how trust and psychological safety shape the experience.

Length of Episode: 30:27

Resources to check out:

Halani S, Kumar SS, Lim DY, Hefferon D, Prakash V, Kumagai AK, Bui E. "In-the-moment" feedback: a novel app for clinical teaching evaluations. Can Med Educ J. 2025 Nov 6;16(5):86-88.

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[43] The Hidden Curriculum Exposed: When the CEOs of Canada's Family Medicine and Specialist Colleges Compare Notes on Medicine's Unwritten Lessons May 26, 2026

Show notes

Length of Episode: 38:11

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

[42] La Concordance de Script et la Formation par Concordance : Des origines aux nouvelles applications May 12, 2026

Show notes

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 un puissant outil d'apprentissage, offrant une rétroaction personnalisée qui remet en question les hypothèses et aiguise le jugement clinique. Bernard partage aussi ses réflexions sur l'impact étendu de ce test dans différentes spécialités ainsi que sur la manière dont les technologies émergentes, comme l'intelligence artificielle, pourraient en façonner l'avenir.

Episode Length: 32:29

Resources to check out:

Hudon A, Phan V, Charlin B, Wittmer R. Teaching Clinical Reasoning in Health Care Professions Learners Using AI-Generated Script Concordance Tests: Mixed Methods Formative Evaluation. JMIR Form Res. 2025 Nov 20;9:e76618. https://pubmed.ncbi.nlm.nih.gov/41264864/

Bernard Charlin, Jacques Tardif, Henny P A Boshuizen, Scripts and Medical Diagnostic Knowledge: Theory and Applications for Clinical Reasoning Instruction and Research, Academic Medicine, Volume 75, Issue 2, February 2000, Pages 182–190 Scripts and Medical Diagnostic Knowledge | Academic Medicine | Oxford Academic

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

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