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

Vishnu Kurup, Sheel Patel
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Why do different clinicians see the same patient so differently? Bayesian Musings is an exploration into the roots of these tensions, from the perspective of an Intensivist. Why does "evidence based medicine" still split opinion? How do different speciality training and practice shape such divergent views on patient care, and life? Sparked by a palliative care rotation, it's part reflection, part investigation, for medical students, trainees, and anyone else with an enthusiasm for learning. *Opinions are the guests’/host’s own, not medical advice*

Episodes

  1. Sep 6 ·  Bonus

    Journal Club Edition: Episode 1- LEVOECMO

    Welcome back everyone. Trialling something new here, with some changes coming to your favourite podcast. This is the Journal Club edition, where we discuss ICU papers that may change, reinforce, or at the very least, inform your practice. I appreciate this is rather specific, but for those interested, I hope you find it useful. WHO IT’S FOR - ICU Trainees, Medical students, junior doctors, and anyone who’s curious! 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.

  2. Jun 21

    S01E08 - Vascular Surgery: Precision, Directness & a Global Perspective with Dr Jennifer

    GUEST - Dr Jennifer (Vascular Surgeon, Australia) HOST - Dr. Vishnu Kurup (Intensivist, 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.

  3. Mar 29

    S01E07 - Emergency Medicine: Birds, Outback Locums & The Quiet Side of Chaos with Dr Luke

    GUEST: Dr. Luke (Emergency Medicine Trainee, Australia) HOST: Dr. Vishnu Kurup (Intensivist, 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.

  4. Mar 22

    S01E06 - Cardiothoracic Surgery: Comedy, Career Swerves & Decisiveness with Dr Andrew

    GUEST: Dr Andrew (Cardiothoracic Surgery Trainee, Australia) HOST: Dr. Vishnu Kurup (Intensivist, 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.

  5. Jan 26

    S01E05 - Respiratory & General Medicine: Perception, PE Innovation & Finding Your People with Dr Amy

    GUEST - Dr Amy (Incoming Respiratory Advanced Trainee & General Medicine trainee, Australia) HOST - Dr. Vishnu Kurup (ICU Trainee, Australia) ABOUT - Amy’s path swerves from patient to radiographer to physician, shaping a practice of medicine grounded in empathy, clarity, and team care. We unpack perception vs self-image (why “confident” can still feel like impostor syndrome), what Gen Med actually does (diagnostics, coordination, and the critical glue work), and how ICU time reframes confidence and skills. As well as the excitement of modern PE care, including PERT models and large-bore mechanical thrombectomy, aimed at better recovery. WHO IT’S FOR - Med students, junior docs, Gen Med/ICU/ED trainees, radiographers eyeing medicine, and anyone navigating impostor syndrome. CREDITS - Written & Hosted by Vishnu // Production & IT by Sheel SUBSCRIBE - If this resonated, follow the show and share with a colleague. Drop topic ideas or stories in the comments. DISCLAIMER - Personal views only. Educational discussion, not medical advice.

  6. 10/27/2025

    S01E04 - Palliative Medicine: Goals of Care, Humanity & Balance with Dr Ruby

    GUEST - Dr Ruby (Palliative Care & General Medicine Physician, Australia) HOST - Dr. Vishnu Kurup (ICU Trainee, Australia) ABOUT - Dr. Ruby joins us immediately following an intensive ICU rotation, bringing a unique dual perspective shaped by both the person centered practice of palliative care, and the rigorous framework of general medicine. The conversation centers on several key clinical and systemic topics. The importance of establishing goals of care early in the patient journey are discussed, including a specific clarification that the assignment of palliative status does not inherently mean a patient is actively dying. Further topics include effective communication, focusing on the use of language that humanizes clinical handover documentation. Ruby provides insight into her professional trajectory, from starting clinical training in a rural setting to developing interests in oncology, navigating exam stress during the COVID era, and her choice of dual specialist training to remain established in the Geelong region. She also critically examines the operational interface between the Emergency Department, General Medicine, and Intensive Care, unpacking issues such as inherent bias, complex discharge planning, and managing high stakes decision making at critical hours. WHO IT’S FOR - Medical students, junior doctors, registrars, and anyone who’s curious! 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.

  7. 10/20/2025

    S01E03- Intensive Care: Advocacy, Teamwork & Resilience with Dr Giuliana

    GUEST - Dr Giuliana (Intensivist, Switzerland; worked in Australia) HOST - Dr. Vishnu Kurup (ICU Trainee, Australia) ABOUT - Dr Giuliana shares a candid intensivist’s view of the ICU as a generalist specialty: advocating for patients who can’t speak for themselves, navigating end-of-life care, and why calm, compassionate family conversations (including organ donation) matter as much as procedures. She reflects on working COVID ICUs in Switzerland and during Melbourne’s lockdowns, how visiting bans shaped deaths and grief, and on the ICU/surgery/ED interface, bias, and the power of respectful teamwork. We trace her path from a multilingual, arts leaning student who failed first-year science to a resilient ICU consultant, unpacking Swiss training (medicine/anesthetics/ICU mix), early ED/anaesthetics exposure. Beyond work: exams, burnout, boundaries, the gym as “reset,” picking up the violin again, and planning a return to Switzerland with a clearer sense of balance. WHO IT’S FOR - Medical students, junior doctors, registrars, and anyone who’s curious! 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.

  8. 09/26/2025

    S01E02 - Emergency Medicine: Flow, Advocacy & Balance with Dr Chris McRae

    GUEST - Dr Chris McRae (Emergency Physician, Australia) HOST - Dr. Vishnu Kurup (ICU Trainee, Australia) ABOUT - Dr Chris McRae, then an ED advanced trainee, now a consultant, unpacks what ED truly does: rapid differentiation under uncertainty, patient advocacy, and the realities of hospital flow (including a grounded take on the four-hour rule). We get into the ED-ICU interface (resus capacity, transfers, NIV/pressors, and when ICU is the right home), how ED training entry has evolved, and why calm communication matters. Beyond work, Chris talks exams, parenting, perspective, ditching the “doctors are special” myth, and balancing career with family. WHO IT’S FOR - Medical students, junior doctors, registrars, and anyone who’s curious! 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.

  9. 09/16/2025

    S01E01 - Gastroenterology: Training, Mentors & Medicine with Dr Kate Collins

    GUEST - Dr Kate Collins (Gastroenterologist, Australia) HOST - Dr. Vishnu Kurup (ICU Trainee, Australia) ABOUT - The debut episode features Dr Kate Collins, at recording a gastroenterology advanced trainee, now a consultant. This episode we dig into unconscious bias in liver disease (“not every cirrhotic drinks”), the ED & ICU "Gastro dance" for GI bleeds, and how COVID-era Telehealth changed patient rapport. Kate shares her rural roots, the realities of getting onto gastro training, mentorship and women in the specialty, teaching, and the challenge of building a life beyond work. WHO IT’S FOR - Medical students, junior doctors, registrars, and anyone who’s curious! 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.

  10. Season 1, Episode 1 Trailer

    Welcome to Bayesian Musings

    HOST - Dr. Vishnu Kurup (ICU Trainee, Australia) ABOUT - Same patient, different specialty, and a totally different plan. Bayesian Musings is a show about why clinicians see the same case through different lenses and insights into their training pathways, workload, acuity, and biases. In this introduction, Vishnu sets the vision: fewer turf wars, more empathy, and better care. WHO IT’S FOR - Med students, junior doctors, registrars, and anyone who’s curious! 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.

  • 1 Trailer
    9 Episodes

Trailer

About

Why do different clinicians see the same patient so differently? Bayesian Musings is an exploration into the roots of these tensions, from the perspective of an Intensivist. Why does "evidence based medicine" still split opinion? How do different speciality training and practice shape such divergent views on patient care, and life? Sparked by a palliative care rotation, it's part reflection, part investigation, for medical students, trainees, and anyone else with an enthusiasm for learning. *Opinions are the guests’/host’s own, not medical advice*

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