Evidence map›Paper›PMID 41947415›Full record

ArticleThe Australian journal of rural health2026

Digital Transformation of Rural, Regional, and Remote Australian Hospitals: A Pragmatic Strategy for Introducing AI.

Olivia Metcalf, Joel Fossouo Tagne, Debbie Passey, Wendy Chapman, Portia Y Cornell, Catherine E Huggins, Peter Steel, Anna Wong Shee, Michael Field, Rahul Khanna and 3 more

Abstract read
In one paragraph

Article in The Australian journal of rural health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

13 authors.

Olivia MetcalfCentre for Digital Transformation of Health, The University of Melbourne, Carlton, Australia.
Joel Fossouo TagneCentre for Digital Transformation of Health, The University of Melbourne, Carlton, Australia.ORCID 0000-0001-7073-9909
Debbie PasseyCentre for Digital Transformation of Health, The University of Melbourne, Carlton, Australia.
Wendy ChapmanThe University of Texas Southwestern Medical Center, Dallas, USA.
Portia Y CornellCentre for Digital Transformation of Health, The University of Melbourne, Carlton, Australia.ORCID 0000-0003-3608-2186
Catherine E HugginsInstitute for Health Transformation, Deakin University, Geelong, Australia.
Peter SteelCentre for Digital Transformation of Health, The University of Melbourne, Carlton, Australia.
Anna Wong SheeDeakin Rural Health, Warrnambool, Australia.
Michael FieldColac Area Health, Colac, Australia.
Rahul KhannaPhoenix Australia- Centre for Posttraumatic Mental Health, The University of Melbourne, Carlton, Australia.ORCID 0000-0002-1342-9573
Lawrence GrayBarwon Health, Geelong, Australia.
Grant BlashkiNossal Institute for Global Health, The University of Melbourne, Carlton, Australia.
Kit HuckvaleCentre for Digital Transformation of Health, The University of Melbourne, Carlton, Australia.

Funding

Medical Research Future Fund (MRFF) RARUR000072University of Melbourne
6 · The paper itself

Abstract

aimsRural, regional, and remote hospitals in Australia face barriers to digital transformation, including limited infrastructure, digital literacy, and workforce capacity. This Commentary outlines a pragmatic strategy to build rural digital readiness through the safe implementation of ambient artificial intelligence (AI) scribes as a low-risk starting point for AI adoption. CONTEXT: AI scribes use generative AI to convert clinical conversations into documentation. They offer potential to reduce administrative burden and workforce strain while preparing rural health services for future AI use. Although the Victorian Department of Health has established minimum standards for AI scribe use, rural hospitals face unique challenges including lower AI literacy, workforce pressure, and limited research infrastructure. Insights from ongoing implementation research highlight the value of simulation methods to examine usability, workflow effects, and ethical considerations before deployment. APPROACH: Three key enablers support responsible implementation: (1) clinical simulation for research, (2) harmonisation of evaluation metrics, and (3) shared infrastructure for consent, training, and monitoring.

conclusionImplementing AI scribes provides a practical pathway for rural hospitals to strengthen capability, reduce administrative burden, and build readiness for more advanced clinical AI, supporting safe and equitable adoption across rural Australia.

Indexed as

Artificial IntelligenceHospitals, RuralRural Health ServicesAustraliaDigital HealthHumans

Identifiers

PMID41947415
PMCPMC13058397

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.