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Record W3199753571 · doi:10.1111/bioe.12946

Decolonizing health care: Challenges of cultural and epistemic pluralism in medical decision‐making with Indigenous communities

2021· article· en· W3199753571 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueBioethics · 2021
Typearticle
Languageen
FieldHealth Professions
TopicEthics in medical practice
Canadian institutionsLouisiana-Pacific (Canada)McGill University
Fundersnot available
KeywordsIndigenousAutonomyPoliticsPluralism (philosophy)Health careSociologyPolitical scienceEnvironmental ethicsPublic relationsLawEpistemology

Abstract

fetched live from OpenAlex

The Truth and Reconciliation Commission of Canada made it clear that understanding the historical, social, cultural, and political landscape that shapes the relationships between Indigenous peoples and social institutions, including the health care system, is crucial to achieving social justice. How to translate this recognition into more equitable health policy and practice remains a challenge. In particular, there is limited understanding of ways to respond to situations in which conventional practices mandated by the state and regulated by its legal apparatus come into direct conflict with the values and autonomy of Indigenous individuals, communities, and nations. In this paper, we consider two cases of conflict between Indigenous and biomedical perspectives to clarify some of the competing values. We argue for the importance of person- and people-centered approaches to health care. These value conflicts must be understood at multiple levels to clarify their personal, social, cultural, and political dimensions. Taking into account the divergence between epistemic cultures and communities allows us to understand the multiple narratives deployed in decision-making processes in clinical, community, and juridical contexts. Recognizing the knowledge claims of Indigenous peoples in health care can help clinicians avoid reinforcing the divides created by the structural and institutional legacy of colonialism. This analysis also provides ways to adjudicate conflicts in health care decision-making by disentangling cultural, political, medical, and pragmatic issues to allow for respectful dialogue. Insofar as the engagement with cultural pluralism in health care rights is conducted with reciprocal recognition, the medical community and Indigenous peoples can address together the difficult question of how to integrate different epistemic cultures in the health care system.

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.

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)0.008
metaresearch head score (Gemma)0.011
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Research integrity
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.130
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0080.011
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.008
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 head0.258
GPT teacher head0.540
Teacher spread0.282 · 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