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Advancing Indigenous primary health care policy in Alberta, Canada

2018· article· en· W2802140739 on OpenAlexafffundabout
Rita Henderson, Stephanie Montesanti, Lindsay Crowshoe, Charles Leduc

Bibliographic record

VenueHealth Policy · 2018
Typearticle
Languageen
FieldSocial Sciences
TopicIndigenous Health, Education, and Rights
Canadian institutionsUniversity of AlbertaUniversity of Calgary
FundersCanadian Institutes of Health Research
KeywordsIndigenousGovernment (linguistics)Political scienceMetisPublic administrationHealth careTreatyEconomic growthHealth policyLaw

Abstract

fetched live from OpenAlex

For Indigenous people worldwide, accessing Primary Health Care (PHC) services responsive to socio-cultural realities is challenging, with institutional inequities in healthcare and jurisdictional barriers encumbering patients, providers, and decision-makers. In the Canadian province of Alberta, appropriate Indigenous health promotion, disease prevention, and primary care health services are needed, though policy reform is hindered by complex networks and competing interests between: federal/provincial funders; reserve/urban contexts; medical/allied health professional priorities; and three Treaty territories each structuring fiduciary responsibilities of the Canadian government. In 2015, the Truth and Reconciliation Commission (TRC) of Canada released a final report from over six years spent considering impacts of the country's history of Indian residential schools, which for more than a century forcibly removed thousands of children from their families and communities. The TRC directed 94 calls to action to all levels of society, including health systems, to address an historical legacy of cultural assimilationism against Indigenous peoples. To address TRC calls that Indigenous health disparities be recognized as resulting from previous government policies, and to integrate Indigenous leadership and perspectives into health systems, PHC decision-makers, practitioners, and scholars in the province of Alberta brought together stakeholders from across Canada. The gathering detailed here explored Indigenous PHC models from other Canadian provinces to collaboratively build relationships for policy reform and identify opportunities for PHC innovations within Alberta.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.970
Threshold uncertainty score0.992

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0100.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.010
GPT teacher head0.357
Teacher spread0.347 · 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 designNot applicable
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

Citations25
Published2018
Admission routes3
Has abstractyes

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