Where can I listen to this podcast?

This podcast is available on 4 platforms including Apple Podcasts, Spotify, and more. You can also use the RSS feed directly.

Does this podcast accept guests?

Yes, this podcast regularly features guests.

Bayesian Musings: Conversations in Care, Training, and Changing Perspectives

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by Vishnu Kurup, Sheel Patel

9 episodes

Updated Daily

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Podcast Overview

Same patient, different plans. Bayesian Musings asks why. ICU trainee Vishnu talks with clinicians across disciplines to unpack the habits, pressures, and training that drive our calls and consults, such that handovers get cleaner, decisions get safer, and shifts feel less draining. You’ll hear stories, simple frameworks, and language that moves conversations forward. Made for med students, junior docs, registrars, and anyone who is curious! *Opinions are the guests’/host’s own, not medical advice*

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Publishing Since

9/16/2025

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Recent Episodes

June 21, 2026

8 - Vascular Surgery: Precision, Directness & a Global Perspective with Dr Jennifer

GUEST - Dr Jennifer (Vascular Surgeon, Australia)HOST - Dr. Vishnu Kurup (ICU Trainee, Australia) ABOUT - Jennifer’s journey runs from nutrition and health engineering to medicine, she has PhD research in colorectal liver metastases, surgical training in the Netherlands, and currently doing vascular surgery in Geelong. We talk about why she moved away from oncological surgery and into vascular surgery. Jennifer reflects on her Dutch surgical training, operating early, the role of PhDs in medicine, and how Australian training and public/private systems differ from the Netherlands. We also explore the vascular and ICU interface, rurality and remote access, honest communication, and how longitudinal relationships with vascular patients shape care. Beyond the hospital, Jennifer discusses moving across the world, the challenges of starting again in a new country, teaching as a passion, and the uncertainty of whether home will be Australia, the Netherlands, or somewhere else entirely. WHO IT’S FOR - Medical students, junior doctors, surgical trainees, ICU trainees, and anyone curious about vascular surgery, international training, and the human side of high-stakes medicine. CREDITS -Written & Hosted by Vishnu // Production & IT by Sheel SUBSCRIBE -If this hits home, follow the show and share it with colleagues. Drop topic ideas or stories in the comments. DISCLAIMER -This show contains personal views only, educational discussions but not medical advice.

March 29, 2026

7 - Emergency Medicine: Birds, Outback Locums & The Quiet Side of Chaos with Dr Luke

GUEST: Dr. Luke (Emergency Medicine Trainee, Australia) HOST: Dr. Vishnu Kurup (ICU Trainee, Australia) ABOUT: In this episode, Vishnu catches up with his friend and colleague Luke as he prepares for his final Emergency Medicine exams. Luke is passionate about rural and remote medicine and education, bringing a thoughtful perspective that challenges the adrenaline junkie stereotype of the specialty. Luke candidly recounts his unconventional path, starting med school at 17 without fully understanding the long training pipeline ahead. He discusses the crucial moment in his early career when he stepped away from the traditional path to locum around Australia and drive through the outback, where a month-long stint in Alice Springs finally made medicine "click" for him. The conversation explores the balance between work and life, how Luke manages to "do nothing" and find silence, and a fascinating revelation about his autobiographical memory that sheds light on how he processes traumatic events at work. Luke is incredibly self-reflective and shares how he prioritizes his identity outside of medicine through simple joys like birdwatching and reading. This is a very open and ponderous conversation with plenty of insights into the unique challenges and profound moments of care in the ED. WHO IT’S FOR:Medical students, junior doctors, ICU and surgical trainees, and anyone curious about the reality behind the surgical mask. CREDITS:Written & Hosted by Vishnu // Production & IT by Sheel SUBSCRIBE:If this hits home, follow the show and share it with colleagues. Drop topic ideas or stories in the comments. DISCLAIMER:This show contains personal views only, educational discussions but not medical advice. Some language in this episode may be stronger than usual.

March 22, 2026

6 - Cardiothoracic Surgery: Comedy, Career Swerves & Decisiveness with Dr Andrew

GUEST: Dr Andrew (Cardiothoracic Surgery Trainee, Australia) HOST: Dr. Vishnu Kurup (ICU Trainee, Australia) ABOUT: Andrew brings a rare mix: cardiothoracic trainee, former ICU registrar, and comedian. This episode dives into what pulled him away from the "academic monitoring" of the ICU and into the decisive world of the operating theater. We explore the cultural shifts between specialties from the managerial, multi-organ coordination of Intensive Care to the technical finality of cardiac surgery. Andrew shares his candid journey of moving from Cairo to rural New Zealand, navigating the path into medicine, and the resilience required for repeated residency applications. The conversation gets into the gritty interface between ICU and surgery: turnover, the weight of family meetings, and what surgeons often misunderstand about their intensive care colleagues. Beyond the scrubs, Andrew talks about using dark humor as a survival tool, the future of robotic thoracic surgery, the contentious TAVI debate, and the realities of building a life while chasing a demanding surgical path. Lightly explicit, deeply philosophical, and very funny. WHO IT’S FOR:Medical students, junior doctors, ICU and surgical trainees, and anyone curious about the reality behind the surgical mask. CREDITS:Written & Hosted by Vishnu // Production & IT by Sheel SUBSCRIBE:If this hits home, follow the show and share it with colleagues. Drop topic ideas or stories in the comments. DISCLAIMER:This show contains personal views only, educational discussions but not medical advice. Some language in this episode may be stronger than usual.

9 total episodes available

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Frequently asked questions

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What is Bayesian Musings: Conversations in Care, Training, and Changing Perspectives?: Same patient, different plans. Bayesian Musings asks why. ICU trainee Vishnu talks with clinicians across disciplines to unpack the habits, pressures, and training that drive our calls and consults, such that handovers get cleaner, decisions get safer, and shifts feel less draining. You’ll hear stories, simple frameworks, and language that moves conversations forward. Made for med students, junior docs, registrars, and anyone who is curious!

Opinions are the guests’/host’s own, not medical advice
How often does this podcast release new episodes?: This podcast updates daily.
Where can I listen to this podcast?: This podcast is available on 4 platforms including Apple Podcasts, Spotify, and more. You can also use the RSS feed directly.
Does this podcast accept guests?: Yes, this podcast regularly features guests.

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