Celebrating the diversity of publishing in the <scp> <i>MJA</i> </scp> and the <scp> <i>MJA</i> </scp> community in 2025
Bibliographic record
Abstract
This issue of the MJA is especially large and diverse. One reason for the size of the issue is because of some process changes that we are making to how we publish, which will kick in at the beginning of 2026. We will be describing more about these changes on the Journal website over the next few weeks, including what you should expect for the Journal’s look and feel in 2026. However, the content mix and our priorities will not change and I’d like to use some of wide range of content in this issue to reflect on some of the areas that we see as our priorities to publish on. The research article by Verlis and colleagues on greenhouse gas emissions associated with anaesthetic gases1 highlights one of our longstanding interests — the now very well established association between climate change and health outcomes. This article reports that between 2002 and 2022, the main anaesthetic gas that contributed to greenhouse gas emissions in Australia was desflurane, and that reduction in its use since 2017 was associated with a reduction in the overall emissions rate associated with anaesthetic gases. This article is a good example of the type of research that needs to be actively encouraged for us to build a comprehensive knowledge base of how the causes of climate change can be understood and how actions to mitigate them can be developed, particularly within the health sector. A research article by Francia and colleagues on the epidemiology of acute rheumatic fever (ARF) and rheumatic heart disease (RHD)2 is especially important because this disease, which has an unacceptably large burden in Aboriginal and Torres Strait Islander populations, is almost entirely preventable. As the authors say, “the significant ARF and RHD burden among Indigenous Queenslanders, and vast disparity with non-Indigenous populations, calls for an urgent whole-of-government response”. We agree. One of the Journal highlights of the year was the second NAIDOC week issue led by a team of Indigenous Guest Editors, a process that has helped the Journal commit to prioritising work on Indigenous health led by Indigenous researchers and communities. This year we were also very honoured to be presented with the artwork from Uncle Paul Scott that was displayed on the Journal’s cover, and to meet his community. The editorial from that issue “Indigenous Health Special Issue 2025: carving our path with spirit, strength and solidarity” powerfully explained that issue’s purpose — and an ongoing priority for the MJA “to prioritise, platform, and celebrate Aboriginal and Torres Strait Islander leadership and excellence through health, clinical and academic dialogue”.3 A research article by Ey and colleagues on non-technical errors associated with deaths in surgical care4 also reflects a key interest for the Journal, which is the importance of culture in medical practice. What this article shows so effectively is that although technical errors are all too common in surgery, non-technical errors — caused, for example, by poor communication, lack of effective teamwork, flawed decision making and inadequate leadership — are equally important. The article reinforces how important culture is in a health care organisation: for those who work there and, even more importantly, for those who receive care there. At the MJA, we also understand the importance of clinical guidelines informing practice across Australia and this year we have been fortunate enough to publish a number of these articles. This issue includes the first evidence-based guidelines for Australia on male infertility.5 Infertility is common, with one in six couples affected, with male infertility contributing to up to 50% of infertility cases. As with all guidelines, publication is just the start and we are keen to promote their dissemination. A recent podcast from the first author, Darren Katz, put these guidelines in context (https://www.MJA.com.au/podcast/223/8/MJA-podcasts-2025-episode-21-australias-first-male-infertility-guidelines). Finally, a narrative review on generative artificial intelligence (AI)6 in clinical practice is incredibly timely, given the acceleration of AI across health care and society more widely over the past year. AI is now part of everybody’s life — in both our personal and professional spheres — and is increasingly the focus of governments, professional bodies and journals. In this article, Scott and colleagues assess the current state of generative AI for clinical practice and propose a phased approach to implementation, beginning with uses that are uncontroversial, such as relieving clerical and administrative burden, through to those uses that will need more care and oversight, such as consumer-facing applications. At the end of this year, I want to take the time to thank everybody who contributes to making the MJA what it is. This includes the dedicated Journal team, our external editorial advisory group (Box 1; https://www.MJA.com.au/journal/staff/MJA-editorial-advisory-committee), the enormous numbers of reviewers (Box 2) and the many authors who submit to us every year. We understand that a journal like the MJA can only be successful through the support of the community that it serves, and we are very grateful for the trust placed in us by the Australian health care community. The MJA Editorial Advisory Group members are eminent clinicians and scholars who are valuable sources of ideas for the content of the Journal. They provide constructive criticism of the format and content of the Journal, and provide independent advice to the MJA Editorial Committee on appeals of editorial decisions, problematic articles, and complaints about the editorial process. Professor John Attia Associate Professor Lilon G Bandler Professor Anthony Capon Professor Flavia M Cicuttini Professor Paul B Colditz Professor Brendan S Crabb Professor Jaya Dantas Professor Anne Duggan Professor David A Ellwood Ms Alex Farrell Professor Peter G Gibson Professor Marc Gladman Professor Charles Guest Professor Claire L Jackson Professor Cheryl A Jones Associate Professor Zsuzsoka Kecskes Professor José Florencio Lapeña, Jr. (Philippines) Professor Christopher Levi Professor C Raina MacIntyre Professor Jennifer Martin Professor Patrick D McGorry Professor Catriona McLean Associate Professor Lucy Morgan Professor Peter L Munk (Canada) Professor Debra Nestel Professor Ian N Olver Professor Wilfred CG Peh (Singapore) Professor Anna Ralph Professor Toby Richards Professor Christobel Saunders Professor Susan Sawyer Professor Jenong-Wook Seo (Korea) Professor Lambert Schuwirth Professor Joseph Sung (China) Professor Helena Teede Professor Philip G Truskett Professor Robyn Ward Professor Steve Wesselingh Professor Paul S Worley Dr Catherine Yelland Professor Neville D Yeomans Professor Jeffrey Zajac Barbara-Ann Adelstein Hossein Adibi Robert Adler Ebenezer Afrifa-Yamoah Kingsley Agho Robert J Aitken Sarah Aitken Stuart Aitken Marie Alford Sam Alfred Sarah Ali Sonia Allan Penny L Allen John V Amerena Robert Amery Nicholas Anagnostou Austen Anderson David Andresen Melissa K Andrew Nicolas M Anstey Matthew H Anstey Linda Appiah-Kubi Bruce B Arnold Rosalie Aroni Christopher K Arthur Nicholas Ashbolt Susan Astley-Hemingway John R Attia Tim Aung Scott Avery Oyekoya Taiwo Ayonrinde Peter D Baade Michael Baigent Suzanne Bain-Donohue Ross I Baker Emily Banks Phil G Bardin Christopher J Barlow Karen M Barlow Kristine K Barlow-Stewart Rahul D Barmanray Adrian Barnett Lorana Bartels Nicole L Bartley Shona Marie Bates Robert G Batey Malcolm W Battersby Fran Baum Frank H Beard Kerri Beckmann Jana Bednarz Mary K Belfrage Simon Bell Aminu Bello Noleen J Bennett Catherine Bennett Julie Bennett Christine Constance Bennett Jill Benson Dinesh Bhandari Neera Bhatia Habib Bhurawala Laurent Billot Catherine S Birman Glenda Bishop Renee Bittoun Deborah A Black Kirsten I Black Jim Black Christopher F Bladin Brooke Blakeley Claire Blewitt Ngaree Blow Christopher C Blyth Peter Boan Catriona M F Bonfiglioli Michael A Bonning Jennifer Boocock Robert Boots Jeffrey Boris Mark Boughey Sarah Bourke Simon D Bowler Ian W Boyd Frances M Boyle Owen Bradfield Clare Bradley Caitlin Brandenburg Annette J Braunack-Mayer Graeme A Brazenor Peter Breadon Lauren Breen Lindsey Brett Fraser J Brims Helena C Britt Philip N Britton Claire E Brolan Daniel Brooks Reid Julia M L Brotherton Sinan Brown Lauren Julia Brown Nicholas A Buckley Liz Buckley Charley Budgeon Luke Burchill Jonathan G W Burdon Sonya Burgess Kharis Burns Lucy Burr Louise M Burrell Paul Robert Burton Danielle C Butler Tamara Butler Rose Cairns Rosemary Calder Leon Caly Peter A Cameron Ewan Cameron Anna Campain Karla J Canuto Jonathan R Carapetis Stacy M. Carter Leanne Chalmers Alex J Chamberlain Raymond Chan Song Chan Niamh Chapman Judith L Charlton Jack Chen Winnie Chen Ian R Cheong Jenny Chesters Ada S Cheung Angela L Chiew HuiJun Chih Clayton K Chiu Philip Young-Ill Choi Terence Woon How Chong Peter F M Choong Clara K Chow Jonathan Christiansen Susan Chua Eric Chung Ian D Civil Jonathan Clark Jacqueline C T Close Tina Cockburn Paul B Colditz Claire Coles Peter J Collignon Robert James Commons Katherine M Conigrave Matthew C Cook Jacqueline Coombe Michael D Coory Bonney Corbin Susan Corcoran Ingrid A Cox Terry J Coyne Susanna Cramb Peter Crank Darrell H G Crawford Nigel W Crawford Philip Crispin Timothy Croft Philip Crowley Hernan Cuervo Peter Curson Rachael Cvejic Lucette Cysique Petra Czarniak Eleonora Dal Grande Deepak Darshan Ghazaleh Dashti Mike Daube A. James M. Daveson Ellen Davies Esther Davis Richard O Day Caroline M de Costa Alan de Costa Nicholas H de Klerk Mark Deady Jessica M Dean Rebecca Deans Gary Deed Katrine Del Villar Jack DeLacy Anthony Delaney Clare Delany Chris Delcher Sarah M Dennis Kate Derry Leon Di Stefano Jan E Dickinson Joanna Dipnall Annette J Dobson Kate Dooley Gregory J Dore Dannii Dougherty Mark W Douglas Nicholas Martin Douglas Robert Dowsett Stephen J Duckett Greg J Duncombe Vicki Durston Jeffrey Dutschke John R Dyer Robert Eley Rohan A Elliott Adrian Elliott David A Ellwood Nathan Emmerich Adam Eslick Mohamed Estai Sue M Evans Paul P Fahey Michael O Falster Jillann F Farmer Tim Fazio Ellen Finlay David W Firman Robert A Fitridge Gerard J FitzGerald Arthas Flabouris Joanne Flavel David R Fletcher Leon Flicker Christopher M Florkowski Darran Foo Rachel Foong Malcolm Forbes David Fraile Navarro Jacqueline Frayne Becky Freeman Toby Freeman Alana Gall Siun Gallagher Greg Gamble Caroline X Gao Bradley J Gardiner Darren Garvey Louise Gates Dorota M Gertig Dereje Gete Angela Gialamas Fiona Giannini Belinda Gibb Alison Gibberd Nathan J Gibbs Katherine Gibney John Gibson Peter G Gibson Stephen Dean Gill Marisa T Gilles Malcolm Gillies Amanda K Gilligan Paul P Glasziou Anthony Glover Joseph P Gone Phillip D Good Alexandra S Gorelik Stephen Roger Graves Eric Guazzo Jane M Gunn Lyle C Gurrin Josephine Diana Gwynn Kylie Gwynne Thi Ninh Ha Bronwyn B Haasdyk Paul S Haber Bridget G Haire Christian R Hamilton-Craig Stephen Hampton Mark J Hanly Isabel Hanson Penny Haora Richard Wayman Harper Benjamin Harrap Dylan Harries Mark F Harris Ricci Harris Patrick Harris Katie Harris Jessica Harris Mary Ellen Harrod Gunter F Hartel Samuel Harvey Alys Havard David Hawes Narelle L Haworth Wayne Hawthorne Andrew Hayen Christopher Hayes Noel E Hayman Richard B Hays Georgie Haysom William F Heddle Robert D Henderson Michael Hendryx Martin Hensher Subash Shanthakumar Heraganahally Ana Herceg Marta Hernandez-Jover Alan Herschtal Charlotte Mary Hespe Mark Hew David G Hewett Peter Hewett Ian B Hickie Daryl Higgins Catherine L Hill Anne-Marie Hill Susan L Hillier Pravin Hissaria Richard Hockey Jay Hocking Carol L Hodgson Chris B Holmwood Nusrat Homaira Louise Horstmanshof Rachel Horton Robert L Horvath Paul Hotton Martin Howell Jeremy Hsu M Mamun Huda Carolyn Hullick Peter C Hunter Jennifer Hunter Md Hamidul Huque Zoë Hyde Jonathan Hyett Peter J Illingworth Abdul Qadir (Didir) Imran Maria C Inacio Geoffrey K Isbister James P Isbister Rodney T Jackson Tina Janamian Jonine Jancey Garry L R Jennings Hubertus Jersmann David Jesudason Shilpa Jesudason Awachana Jiamsakul Thanjira Jiranantakan Peter G Jones Mark A Jones Michael P Jones Caitlin Jones Benjamin Jones Michelle Jongenelis Louisa Jorm Matthew D Jose Stephanie Jowett Alia Kaderbhai Helena Kajlich Stefan C Kane Jonathan Karnon Ilan Katz Judith M Katzenellenbogen Margaret P Kay Eugenie Kayak Luise Kazda Helen Isobel Keen John W Kelly Michelle Kennedy Emma Kennedy Danelle Kenny Ngaire M Kerse Alison M Kesson Ameneh Khatami Nigar Khawaja Meegan Lesley Kilcullen Ross Kincaid Adrienne C Kirby Edwin Kirk Kate Kloot Brian Ko Archana Koirala Kairi Kolves Paul A Komesaroff Kelvin M Kong Jayashri Kulkarni Ashwani Kumar Eeva-Katri Kumpula Marina Kunin Geetanjali Lamba Klay Lamprell Alexander Larcombe David M Lawrence John A Lawson Paul D Lawton Suong Le Amanda Jane Leach Julie Leask Katherine Jane Lee Vincent Weng Seng Lee Graham Andrew Lee Kenneth Lee Han-Shin Lee James W Leitch Rupert Leong Miriam T Levy Michael H Levy Diana Lewis Bridget Lewis Monique Lewis Joel Lexchin Xia Li Gary Y. H. Liew Helen G Liley Ashleigh Lin Daniel Lindsay Raghu Lingam Clare Littleton Adam C. Livori Serigne Lo Kamalini Lokuge Jeffrey C L Looi Derrick Lopez Courtney Louis Jennie Louise Nicole Lowres Christine Y. Lu Michaela Lucas Guy L Ludbrook Kristiana Ludlow Natalie Lukas John Lynch Alan Shui Lun Ma Andrew I MacIsaac Heather G Mack Maria Mackay Finlay A Macrae Raglan Maddox Parker John Magin Christopher G Maher Kylie-Ann Mallitt Linda Mann Gregory Bruce Mann Jo-Anne Elizabeth Manski-Nankervis Elizabeth Marles John E Marley Sally Marotti Mathew D Marques Robyn Marsh Paul T Martin Marianne Martinello Esperanza Martinez Thomas H Marwick Jane Mason Siobhán Masterson Ben Mathews Veronica Matthews Danielle Mazza Helen McArdle Geoffrey W McCaughan James McCaw Stephen P McDonald Patrick McElduff Troy McEwan Neil W McGill Steven McGloughlin Patrick D McGorry Matthew Richard McGrail Peter B McIntyre Shannon McKinn Andrea McKivett Cameron John McLaren Daniel B McLaughlin Alison McLean Stacey McMullen Shannon McNeair John J McNeil Rebekah E McWhirter Susan Mendez Nicole Mercer Lea Merone Peter Middleton Erica Millar Caroline Louise Miller Julie Miller Tim Miller Talila Milroy Louise E Mitchell Tess Moeke-Maxwell Ben W Mol David Molloy Alicia Montgomerie Hannah C Moore Patricia Moore Kim Morey Susan J Morgan Wesley Morgan Peter Morley Kirsten Claire Morley Meg E Morris David Mountain Alison M Mudge Eimear Muir-Cochrane Paul S Myles Melanie Nadeau Vasikaran Naganathan Shanti Narayanasamy Bushra Nasir Leya Nedumannil Pariece Nelligan Mark R Nelson John Newnham Linh Ngo Gary Nicholls Brooke Nickel Suzanne Nielsen Claire Nightingale Raelene Nixon Helen Christine Noonan Anna Noonan Sarah Norris John B North Johannes Nossent Don Nutbeam Michael O’Callaghan Kim Oates James O’beirne Fergus O’Connor Kerry-Ann F O’Grady Jeneva Ohan Mark Oliver Catherine M Olsen Sjúrdur Frodi Olsen Ian N Olver Jason J Ong Suzanne G Orchard Gerard Michael O’Reilly Joshua Osowicki Amy Theresa Page Kirsten R Palmer Jean Palutikof Yin Paradies Adriana Parrella Andrew Partington Stephanie Partridge Dora Pearce Odette Pearson Roxanna Pebdani Carmelle Peisah Stella Pendle Jonathan Penm Andrew Perry Laura Perry Matthew J Peters Gregory M Peterson Jonathan Pham Sophie Pitt Adam C Pomerleau Thaddeus M Pope Celeste Porsbjerg Jennifer Power Karen Price H Miles Prince Peter Procopis Ante Prodan Alyssa Pyke Romana Pylypchuk Maria Raciti Janette C Radford Nicola Rahman Satish Raj Anna P Ralph Isuru Ranasinghe Nicole M Rankin Melissa Raven William D Rawlinson Phillip Read David Read Michael C Reade Helen K Reddel Susan J Rees Benjamin Reeves Christopher M Reid Alice M Richardson Ian T Ring Elizabeth Rix Iain K Robertson Stephen J Robson David M Roder Margaret J Rogers Benjmain Rogers Loreto Vanessa Tevah Rose Bronwen Ross Elizabeth E Roughead Dominic B Rowe Stacey L Rowe Emily S Rudling Grant M Russell Deborah J Russell Rachel Sacks-Davis Grant Sara Karinna Saxby Chris Richard John David W Johannes J Scott James G Scott Paul A F Christine T Amanda Gregory Susan David Scott Matthew Tim David W Kate Daniel L James Peter C Peter Geoffrey K Ingrid Stacey Brian Neil Martin R Nigel P Louise Emily Melissa Mark I Bronwyn Thomas R R L Anne Josephine Suzanne Thomas Elizabeth Thomas Alexander James Karen James Adrienne J David James Owen Allan Catherine Claire M Deborah V Andrew Melissa Kate A Robert J Adrian R K Richard E Ward Sarah Ward David A K Marianne F Cameron Mark John M Wesselingh L Ben P Scott William David C J Helen M Stephen David Anne Daniel Andrew Mark Rachel Rebecca J Gary A Erica M J Jeremy Michael Rosemary Elizabeth J Carol Katie Catherine Yelland John R Nicholas Deborah R Anna
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.017 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.003 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".