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

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 any...

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 su...

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 speci...

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 speci...

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 act...

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 an...

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....

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, t...

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 Telehea...

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...