Evidence map›Paper›PMID 42445158›Full record

ReviewFrontiers in medicine2026

Strengthening the rural medical workforce: the need for a paradigm shift in protecting and growing the critical role of GP supervisors.

Tamekha Develyn, Lachlan Van Schaik, Will Harvey, Zahra Ali, Julian Wright

Abstract readReview
In one paragraph

Review in Frontiers in medicine, 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

5 authors.

Tamekha DevelynDepartment of Rural Health, The University of Melbourne, Shepparton, VIC, Australia.
Lachlan Van SchaikDepartment of Rural Health, The University of Melbourne, Shepparton, VIC, Australia.
Will HarveyDepartment of Rural Health, The University of Melbourne, Shepparton, VIC, Australia.
Zahra AliDepartment of Rural Health, The University of Melbourne, Shepparton, VIC, Australia.
Julian WrightDepartment of Rural Health, The University of Melbourne, Shepparton, VIC, Australia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Australia faces an entrenched and worsening maldistribution of general practitioners, leaving rural and remote communities with chronic workforce shortages and unacceptable barriers to accessing primary care in a timely manner. The apprenticeship-style model that underpins general practice training relies fundamentally on supervisors to provide clinical oversight, teaching, assessment and mentorship. This supervisory capacity, central to shaping registrar competence, professional identity and long-term rural practice is now one of the key rate-limiting factors in rural workforce development. That capacity is steadily eroding. An ageing workforce, post-pandemic attrition and escalating clinical demand are shrinking the pool of experienced supervisors, while growing dependence on international medical graduates and locums (less likely to supervise) further weakens the supervisory pipeline. Compounding this are persistent system-level failures: variable supervision standards, the late introduction of formal supervisor training, limited financial and structural incentives, and limited professional recognition. Together, these pressures constrain the ability of rural practices to train registrars at the scale required to address workforce shortages. Strengthening supervision is therefore not an adjunct consideration but a strategic necessity. Building a resilient supervisory workforce will require coordinated reform that embeds protected teaching time into routine practice, recognizes and remunerates supervisory work appropriately, expands dedicated educator roles, develops tiered and flexible supervision models and provides targeted support for women and international medical graduate clinicians. Without decisive investment in supervision, efforts to expand rural training pathways will exceed the system's capacity to sustain them.

Indexed as

apprenticeship model of traininggeneral practice supervisiongeneral practitioner trainingmedical educationrural health workforcerural medical workforceworkforce sustainability

Identifiers

PMID42445158
PMCPMC13357789

What OpenQuestion holds

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LicenceCC BY
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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.