Pomegranate Health

In part 1 of this series we talked about the efficiency gains from use of ambient scribes observed in some hospital settings. In this episode we discuss other opportunities that arise from granting large language models access to all the notes and test results in the patient record. 
The potential comes most clearly into perspective in regards to discharge summaries. Discharge from hospital is a notorious example of discontinuity in care, with up to half of discharged patients experiencing a related medical error over a year. This results from delays in the release of discharge letters to community practitioners, and gaps or misunderstandings in the communications contained within them. 
Inconsistent standards of clinical documentation also lead to inaccurate coding of clinical activity that fails to reflect the true complexity of care. This means that hospitals are inadequately remunerated through the activity-based funding model for Australian public health services. For private practitioners, poor documentation of clinical encounters also exposes them to risks should they ever be investigated by the Professional Services Review about their billing activity. We also question the light touch that regulators take towards ambient scribes and large language models. 
Chapters
1:20     Reliable discharge summaries
11:53   Improved clinical coding
21:55   Safety regulation
30:51   Patient satisfaction
Guests
Dr Andrew Vanlint FRACP AFRACMA (North Adelaide Local Health Network; Adelaide University; Genesis Care)
Professor Ian Scott FRACP MHA MEd (Princess Alexandra Hospital, Metro South Health; University of Queensland)
Dr Adam Brand FACEM MPH (Gold Coast University Hospital)   

Production
Production by Mic Cavazzini DPhil. Music licenced from Epidemic Sound includes ‘Midnight sun serenade’ and ‘End of the Ocean’ by Tellsonic and ‘Multicolor’ by Chill Cole. Feedback on this episode kindly provided by Dr Aidan Tan, Dr Simeon Wong, Dr Joseph Lee, Assoc Prof Paul Cooper PhD and Loryn Einstein. Image by da-kuk purchased from Getty Images.
Visit the Pomegranate Health web page for a transcript and supporting references. Add educational activity to MyCPD. Subscribe through any podcasting app or our email alerts list.

The burden of clinical documentation is one of the top reasons given for job dissatisfaction in medicine. Physicians typically give up an hour of personal time per shift to complete paperwork and the frustration is experienced by patients too, who sometimes feel that their doctors are more focused on the computer. The promise of ambient AI scribes is that they could slash the time you spend hovering over the keyboard and in general practice some 40 percent of Australian GPs are using scribes already. Among private specialists, adoption been slower and use of ambient scribes in hospital has been prohibited until now. 
In this podcast we hear the outcomes of two pilot studies of ambient scribes in Queensland’s public hospital networks; the quality of scribe outputs and the errors you need to keep an eye out for. The efficiencies gains differ from the clinic, to the ward round to the ED, and not all specialty consults benefit to the same degree. And while some have raised questions about the gaps in skills that might result from this technology, todays’ guests expand on the training opportunities that it creates too. Part 2 of this series explores further benefits from giving large language models access not just to the consult, but the whole patient record. 
 
Chapters
6:58     Quality of outputs from ambient scribes
17:53   Real world time savings
21:55   Ward Rounds and the ED 
Guests
Dr Andrew Vanlint FRACP AFRACMA (North Adelaide Local Health Network; Adelaide University; Genesis Care)
 Professor Ian Scott FRACP MHA MEd (Princess Alexandra Hospital, Metro South Health; University of Queensland)
Dr Adam Brand FACEM MPH (Gold Coast University Hospital)   
Production
Production by Mic Cavazzini DPhil. Music licenced from Epidemic Sound includes ‘End of the Ocean’ by Tellsonic and ‘Multicolor’ by Chill Cole. Feedback on this episode kindly provided by Dr Aidan Tan, Dr Simeon Wong, Dr Joseph Lee, Assoc Prof Paul Cooper PhD and Loryn Einstein. Image by da-kuk purchased from Getty Images. 
Visit the Pomegranate Health web page for a transcript and supporting references. Add educational activity to MyCPD. Subscribe through any podcasting app or our email alerts list.

The avian flu H5N1 known as 2.3.4.4b has been tearing around the globe since 2021 causing significant mortality in sea birds and mammals. The Australian and New Zealand mainland were the last holdouts, but this virus was first detected near Esperance, WA on June 20th 2026 and then near Wellington, NZ on Jul 14th. Both cases involved a bird known as the brown skua, which travels across the Southern Ocean, and by August 24th the H5N1 had also been confirmed in fur seals in South Australia and associated with one seal death. While risk to humans from this clade is currently negligible, ID experts are concerned for the health of this domestic poultry and livestock, which have been hard hit internationally, and wild birds and marsupials which would be much harder to protect. This podcast discusses the surveillance and response from a One Health perspective. 
Guests
Michelle Wille PhD (University of Melbourne; Doherty Institute; WHO Collaborating Centre for Reference and Research on Influenza)
Associate Professor Michael Nissen MBBS FRACP FRCPA FFS (Royal Brisbane Hospital; Research Director, Prince Charles Hospital; University of Queensland.

Host
Associate Professor Sanjaya Senanayake FRACP (Canberra Hospital; Australian National University)
Production
Production by Mic Cavazzini DPhil AND Dr Candice Holland, ASID. Thanks also to Inge Meggitt, events coordinator at ASID. Music licenced from Epidemic Sound includes ‘Exploring the Lake’ by View Points and ‘Emerlyn’ by Valante. Image copyright ASID (2026).
Visit the Pomegranate Health web page for a transcript and supporting references. Add educational activity to MyCPD. Subscribe through any podcasting app or our email alerts list.

Allergies to first-line antibiotics complicate care, and use of broad-spectrum alternatives is associated with prolonged hospital stays and increased rates of admissions to ICU. It also makes emergence of antimicrobial-resistant pathogens more likely. Ten to 16% of adult patients are marked in the record as being allergic to penicillins but the majority of these labels are applied inaccurately or have become outdated over time. 

While skin-prick testing is a safe and reliable way to delabel patients who can tolerate penicillin, it is resource-intensive and requires trained allergists on-site. In this podcast we describe a decision tool called PEN-FAST that helps to quickly identify patients suitable for direct oral challenge in almost any setting. Guests include two of the leading academics behind the validation and scale-up of this algorithm. 

Guests
Prof Jason Trubiano FRACP FAAAAI‍ (Austin Health, Director of Infectious Diseases; Peter Doherty Institute for Infection and Immunity)
Prof Suran Fernando FRACP FRCPA PhD OAM (recent!) (Royal North Shore Hospital; University of Sydney)
Dr Fionnuala Fagan FRACP FRCPA (Dunedin Hospital; Otago University) 
Chapters
10:42   PEN-FAST tool
22:23   Multi-site testing of PEN-FAST
28:27   Non allergist-led testing
32:42   System-wide outcomes
Production
Production by Mic Cavazzini DPhil. Music licenced from Epidemic Sound includes ‘The Bayou’ and ‘Feels like I’m going Crazy’ by Tigerblood Jewel. Feedback on this episode kindly provided by Dr Marion Leighton, Dr Robin Sia, Dr Aidan Tan, Dr Hugh Murray, Arnika Martus and Paul Cooper PhD. Image courtesy of Thirteen of Clubs at Flickr.
Visit the Pomegranate Health web page for a transcript and supporting references. Add educational activity to MyCPD. Subscribe through any podcasting app or our email alerts list.

This popular episode was first published in 2019. Australia and NZ are made up of sprawling cities and far-flung towns and driving is often viewed as a fundamental freedom. It can be hard for clinicians to challenge that freedom with patients who they consider unfit to drive safely. And harder still to deal with the consequences if a patient does have a crash.
 
There are diagnoses that should raise red flags for driving fitness in various specialty areas, and a clinician can be drawn into the issue by two main pathways. The more straightforward is when a patient presents with a medical assessment form. It's the Driver Licencing Authority in each state which ultimately issues the driving permits and may require the recommendation of a medical professional. The other way is when the clinician detects a new or worsening condition in a patient who is already licenced. They are expected to warn their patients off driving and in some jurisdictions to report them to the DLA if this advice isn't being heeded.
Chapters
7:48     Legal expectations on a practitioner
17:20   Medical conditions affecting to fitness to drive
24:48   Considering age in driving performance
35:28   Approaching driving ‘retirement’
45:28   Updates to national standards
Guests
Dr Genevieve Yates FRACGP (Principal Medical Educator RACGP, MDA National's Education Services Advisory Group, Black Dog Institute)
Prof Roy Beran FRCP FAFPHM FRACP FRACGP FACLM (University of UNSW)
Marilyn Di Stefano PhD (Victorian Department of Transport and Planning)
Serge Zandegu (Victorian Department of Transport and Planning)
Production
Written and produced by Mic Cavazzini DPhil. Recording assistance in Melbourne from Sam Loy of Human/Ordinary. Music courtesy of Free Music Archive; 'John Stockton Slow Drag' and 'What True Self? Feels Bogus, Let's Watch Jason X' by Chris Zabriskie, 'Noir' by Daniel James Dolby, 'Hélice' by Monplaisir. Music licenced from Epidemic Sound includes ‘Knowledge is Power’ by Matt Large. 
Visit the Pomegranate Health web page for a transcript and supporting references. Add educational activity to MyCPD. Subscribe through any podcasting app or our email alerts list.