Enacting Research Ethics in Partnerships with Indigenous Communities in Canada: “Do it in a Good Way”
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.
Bibliographic record
Abstract
Two studies conducted through community-campus partnerships demonstrated emerging frameworks for ethical conduct of research involving Indigenous peoples in Canada. Both projects involved multiple Indigenous community partners whose interests in promoting children's development and fathers' involvement motivated the projects. The Indigenous projects were conceived within a broader social agenda of restorative justice and self-determination of Indigenous peoples in Canada following centuries of colonial government interventions. Guiding principles included community relevance, community participation, mutual capacity building, and benefit to Indigenous communities. Memoranda of Understanding negotiated with each community partner specified the roles of community and university partners and research team members in each phase of the research. Testimonials obtained from community representatives before and after the research projects indicated the success of the projects in yielding benefits to the communities in the form of substantive knowledge and strengthened capacities to engage in collaborative research through community-campus partnerships. The larger collaborative research projects in which these two Indigenous projects were embedded created challenges and opportunities due to varying recognition within these networks of the primacy of relationships as a foundation for research and the indeterminacy of outcomes when ownership of data and control over dissemination is in the hands of community partners.
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Direct model labels (unvalidated)
Per-model category and study-design labels from the labeling rounds. They are machine output, unvalidated, and the disagreement between models ships as data. No study design here is MEDLINE-validated yet.
| Model arm | Categories | Study design | Confidence |
|---|---|---|---|
| gemma | Metaresearch Domain: Methods · Genre: Empirical About the Canadian research system: yes · About a Canadian topic: yes | Qualitative | low |
| gpt | Science and technology studies Domain: not available · Genre: Empirical About the Canadian research system: yes · About a Canadian topic: yes | Qualitative | low |
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 | 0.243 | 0.011 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.006 | 0.007 |
| Science and technology studies | 0.019 | 0.005 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.003 | 0.000 |
| Research integrity | 0.001 | 0.060 |
| 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 it