Drivers of access to cardiovascular health care for rural Indigenous Peoples: a scoping review
Bibliographic record
Abstract
INTRODUCTION: Māori (the Indigenous Peoples of Aotearoa New Zealand) are disproportionately represented in cardiovascular disease (CVD) prevalence, morbidity and mortality rates, and are less likely to receive evidence-based CVD health care. Rural Māori experience additional barriers to treatment access, poorer health outcomes and a greater burden of CVD risk factors compared to Non-Māori and Māori living in urban areas. Importantly, these inequities are similarly experienced by Indigenous Peoples in other nations impacted by colonisation. Given the scarcity of available literature, a systematic scoping review was conducted on literature exploring barriers and facilitators in accessing CVD health care for rural Māori and other Indigenous Peoples in nations impacted by colonisation. METHODS: The review was underpinned by Kaupapa Māori Research methodology and was conducted utilising Arksey and O'Malley's (2005) methodological framework. A database search of MEDLINE (OVID), PubMed, Embase, SCOPUS, CINAHL Plus, Australia/New Zealand Reference Centre and NZResearch.org was used to explore empirical research literature. A grey literature search was also conducted. Literature based in any healthcare setting providing care to adults for CVD was included. Rural or remote Indigenous Peoples from New Zealand, Australia, Canada, and the US were included. Literature was included if it addressed cardiovascular conditions and reported barriers and facilitators to healthcare access in any care setting. RESULTS: A total of 363 articles were identified from the database search. An additional 19 reports were identified in the grey literature search. Following screening, 16 articles were included from the database search and 5 articles from the grey literature search. The literature was summarised using the Te Tiriti o Waitangi (Treaty of Waitangi) Framework principles: tino rangatiratanga (self-determination), partnership, active protection, equity and options. Themes elucidated from the literature were described as key drivers of CVD healthcare access for rural Indigenous Peoples. Key driver themes included input from rural Indigenous Peoples on healthcare service design and delivery, adequate resourcing and support of indigenous and rural healthcare services, addressing systemic racism and historical trauma, providing culturally appropriate health care, rural Indigenous Peoples' access to family and wellbeing support, rural Indigenous Peoples' differential access to the wider social determinants of health, effective interservice linkages and communication, and equity-driven and congruent data systems. CONCLUSION: The findings are consistent with other literature exploring access to health care for rural Indigenous Peoples. This review offers a novel approach to summarising literature by situating the themes within the context of equity and rights for Indigenous Peoples. This review also highlighted the need for further research in this area to be conducted in the context of Aotearoa New Zealand.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.005 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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".