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Record W4382776645 · doi:10.1016/j.cjco.2023.06.005

Learning From Our Strengths: Exploring Strategies to Support Heart Health in Indigenous Communities

2023· review· en· W4382776645 on OpenAlexafffundabout
Sahr Wali, Claire Hiscock, Anne Simard, Nicole Fung, Heather J. Ross, Angela Mashford‐Pringle

Bibliographic record

VenueCJC Open · 2023
Typereview
Languageen
FieldSocial Sciences
TopicIndigenous Health, Education, and Rights
Canadian institutionsPublic Health OntarioUniversity of TorontoTed Rogers Centre for Heart ResearchUniversity Health Network
FundersUniversity of Toronto
KeywordsIndigenousHealth equityPopulationOppressionHealth promotionPolitical scienceEconomic growthMedicinePublic healthNursingEnvironmental healthPolitics

Abstract

fetched live from OpenAlex

Indigenous populations have remained resilient in maintaining their unique culture and values, despite facing centuries of colonial oppression. With many discriminatory policies continuing to disempower Indigenous peoples, First Nations communities have been reported to experience a higher level of cardiovascular disease (CVD)-related mortality, compared to that in the general population. Many of the risk factors contributing to the burden of CVD have been attributed to the impact of colonization and the ongoing dismissal of Indigenous knowledge. Despite Indigenous peoples recognizing the value of addressing their mental, physical, spiritual, and emotional well-being in balanced totality, current health services focus predominantly on the promotion of Western biomedicine. To begin to move toward reconciliation, a better understanding of how Indigenous health is defined within different cultural worldviews is needed. The objective of this scoping review was to explore the various Western and/or Indigenous strategies used for the prevention of CVD and the management of heart health and wellness in Indigenous communities in Canada. In this review, a total of 3316 articles were identified, and only 21 articles met the eligibility criteria. Three major themes emerged, as follows: (i) valuing of the emotional domain of health through cultural safety; (ii) community is at the core of empowering health outcomes; and (iii) bridging of cultures through partnership and mutual learning. Most studies recognized the importance of community engagement to develop heart health strategies that integrate traditional languages and cultures. However, to move toward the delivery of culturally safe care, health systems need to rebuild their relationship with Indigenous peoples.

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)0.003
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.732
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0020.000
Bibliometrics0.0000.001
Science and technology studies0.0070.000
Scholarly communication0.0010.001
Open science0.0020.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.001

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 head0.238
GPT teacher head0.466
Teacher spread0.228 · 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 designQualitative
Domainnot available
GenreReview

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

Citations4
Published2023
Admission routes3
Has abstractyes

Explore more

Same venueCJC OpenSame topicIndigenous Health, Education, and RightsFrench-language works237,207