MétaCan
Menu
Back to cohort
Record W3176140756 · doi:10.25071/2291-5796.94

Etuaptmumk (Two-Eyed Seeing) and Ethical Space: Ways to Disrupt Health Researchers’ Colonial Attraction to a Singular Biomedical Worldview

2021· article· en· W3176140756 on OpenAlex
Moneca Sinclaire, Annette Schultz, Janice Linton, Elizabeth McGibbon

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.
venuePublished in a venue whose home country is Canada.

Bibliographic record

VenueWitness The Canadian Journal of Critical Nursing Discourse · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicIndigenous Health, Education, and Rights
Canadian institutionsSt. Francis Xavier UniversityUniversity of Manitoba
Fundersnot available
KeywordsIndigenousColonialismTraditional knowledgePrivilege (computing)SociologySpace (punctuation)Environmental ethicsEngineering ethicsEpistemologyPolitical scienceLawEcologyComputer scienceBiologyEngineering

Abstract

fetched live from OpenAlex

Indigenous research on Turtle Island has existed for millennia, where knowledge(s) to work with the land and its inhabitants are available for next generations. These knowledge systems exist today but are rarely viewed as valid biomedical ‘facts’ and so are silenced. When Indigenous knowledge is solicited within health research, the knowledge system is predominantly an ‘add-on’ or is assimilated into Western understandings. We discuss disrupting this colonial state for nurse researchers. Two concepts rooted in Indigenous teachings and knowledges, Etuaptmumk (Two-Eyed Seeing) and Ethical Space, shed light on ways to disrupt health researchers’ attraction to a singular worldview which continue to privilege Western perspectives. Knowledge rooted in diverse knowledge systems is required to challenge colonial relations in health research and practice. A synergy between Etuaptmumk and Ethical Space can support working with both Indigenous and biomedical knowledge systems in health research and enhance reconciliation.

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)0.005
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesScience and technology studies
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.785
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0080.005
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 head0.068
GPT teacher head0.448
Teacher spread0.380 · 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