Evidence map›Paper›PMID 42693436›Full record

Observational studyBMC medical education2026

Aligning medical student training with rural community needs: academic and rural workforce outcomes of a rural longitudinal integrated clerkship in Australia.

Janani Pinidiyapathirage, Robert Heffernan, Julian Archer, Kay Brumpton, Selvanayagam Nirthanan, Brendan Carrigan

Abstract readObservational Study
In one paragraph

Observational study in BMC medical education, 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

6 authors.

Janani PinidiyapathirageSchool of Medicine and Dentistry, Griffith University, Gold Coast, QLD, 4222, Australia. j.pinidiyapathirage@griffith.edu.au.ORCID http://orcid.org/0000-0003-2947-3015
Robert HeffernanSchool of Medicine and Dentistry, Griffith University, Gold Coast, QLD, 4222, Australia.ORCID http://orcid.org/0000-0002-5945-829X
Julian ArcherSchool of Medicine and Dentistry, Griffith University, Gold Coast, QLD, 4222, Australia.ORCID http://orcid.org/0000-0001-9983-9655
Kay BrumptonSchool of Medicine and Dentistry, Griffith University, Gold Coast, QLD, 4222, Australia.ORCID http://orcid.org/0000-0002-9841-9445
Selvanayagam NirthananSchool of Medicine and Dentistry, Griffith University, Gold Coast, QLD, 4222, Australia.ORCID http://orcid.org/0000-0001-9888-8447
Brendan CarriganSchool of Medicine and Dentistry, Griffith University, Gold Coast, QLD, 4222, Australia.ORCID http://orcid.org/0000-0001-7451-714X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

introductionThe Australian Government continues to provide sustained investment in rural medical education. Despite this investment, rural and remote populations continue to experience health inequities, including persistent workforce shortages and limited access to health services. In response, Griffith University, in partnership with Rural Medical Education Australia, established the Longlook Rural Medical Program in 2010. Longlook is delivered through a Longitudinal Integrated Clerkship model and is designed as a socially accountable rural training program. This study examined academic performance, rural practice intentions, and workforce outcomes among Longlook graduates.

methodsThis descriptive observational study used cross sectional analysis of academic records, student survey data, and longitudinal workforce tracking for graduates from 2010-2023. Academic outcomes for Longlook graduates were compared with those of metropolitan-trained peers. Rural practice intentions were assessed using survey data from five consecutive cohorts between 2019 and 2023. Graduate practice locations and specialty choices were identified through the Australian Health Practitioner Regulation Agency register and classified using the Modified Monash Model.

resultsOf the 2,274 students graduating from Griffith University's medical program between 2010-2023, 384 completed at least one year in the Longlook program. Longlook graduates demonstrated higher academic performance compared to their metropolitan peers (p=0.012) and showed a stronger intention to pursue rural practice (p<0.001). In 2024, 65% of graduates who completed the two-year Longlook were practising in rural areas. Additionally, 30% of graduates who undertook a one-year Longlook placement were practising rurally, while 32% of those completing a one-year Longlook placement in Year 3 followed by a 7-week rural General Practice block in Year 4, were also practising rurally. Among Longlook graduates who have completed specialty training and are practising in rural areas, 80% undertook general practice training, aligning with community needs for broad-scope practitioners.

conclusionThe Griffith University Longlook program demonstrates educational excellence and sustained rural workforce participation among its graduates. The findings suggest that socially accountable, community-engaged approaches to medical education can be associated with strong educational outcomes and improved rural workforce participation. The program's partnership model, involving collaboration between a public university and a locally governed nonprofit organisation, may contribute to the program's implementation and community integration; however, further research is needed to determine the specific impact of this partnership structure on outcomes.

Indexed as

Clinical ClerkshipEducation, Medical, UndergraduateRural Health ServicesStudents, MedicalAcademiaAdultAustraliaCareer ChoiceCross-Sectional StudiesFemaleHumansLongitudinal StudiesMaleProfessional Practice LocationRural PopulationLongitudinal Integrated Clerkship (LIC)Public–nonprofit partnershipRural medical educationRural workforce

Identifiers

PMID42693436
PMCPMC13540955

What OpenQuestion holds

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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.