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Record W7083579226 · doi:10.1016/j.fnhli.2025.100079

Teaching social determinants of First Nations health in medical and health curricula: A review of the literature

2025· article· en· W7083579226 on OpenAlexaboutno aff

Bibliographic record

VenueFirst Nations Health and Wellbeing - The Lowitja Journal · 2025
Typearticle
Languageen
FieldEngineering
TopicAluminum Alloy Microstructure Properties
Canadian institutionsnot available
Fundersnot available
KeywordsSocial determinants of healthPublic healthGlobal healthHealth careHealth policySocial medicineHealth promotionHealth equity

Abstract

fetched live from OpenAlex

Purpose This review examines contemporary curricular approaches to teaching the social determinants of health (SDoH) for First Nations peoples in Australian medical and health education. The purpose was to synthesise existing literature, identify common themes and gaps, and assess how tertiary education equips health professionals to address inequities in healthcare delivery for First Nations communities. Methods A narrative literature review was conducted between 2020 and 2024. Search terms reflected tertiary health education, SDoH, and First Nations health. Grey literature, frameworks, policies, and reports were also included. A total of 43 relevant sources were analysed thematically. Main findings The review found that First Nations health has been recognised as an accreditation standard since 2006, yet teaching approaches remain highly variable across institutions. Five recurring themes were identified: the impact of colonisation on health outcomes; recognition of Indigenous ways of health and healing; centring Indigenous voices and leadership; embedding anti-racism teaching; and highlighting health inequities within the healthcare system. Recommended practices included horizontal and vertical integration of Indigenous health content, community-based and immersion learning, and the adoption of holistic frameworks such as the Social and Emotional Wellbeing Wheel and Two-Eyed Seeing. Principal conclusions Despite multiple frameworks and guiding principles, no nationally consistent or comprehensive approach to teaching SDoH for First Nations health currently exists across Australian tertiary institutions. Curriculum redesign is essential, grounded in decolonising pedagogies and First Nations leadership.

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 imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.758
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0020.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.009
GPT teacher head0.292
Teacher spread0.283 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designSystematic review
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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