Exploring the approaches of non-Indigenous researchers to Indigenous research: a qualitative study
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
BACKGROUND: Given the history of unethical research in Indigenous communities, there is often apprehension among Indigenous communities toward research carried out by non-Indigenous researchers. We examined the approaches, experiences and motivations among non-Indigenous researchers at a research-intensive Canadian university conducting research with Indigenous communities to understand approaches to ethical research with Indigenous peoples. METHODS: We performed a critical constructivist qualitative study incorporating decolonizing methodologies. We conducted semistructured interviews with 8 non-Indigenous University of Toronto researchers with a research focus/interest related to Indigenous health between August and October 2017. The interviews were transcribed and thematically analyzed through an iterative process. Shared experiences among the researchers were arranged into primary themes. RESULTS: We identified 4 primary themes related to the conduct of Indigenous research by non-Indigenous researchers: 1) relationships with communities are foundational to the research process, 2) non-Indigenous researchers experience a personal self-reflective journey grounded in reconciliation, allyship and privilege, 3) accepted knowledge frameworks in Indigenous research are familiar to most but are inconsistently applied and 4) institutions act as barriers to and facilitators of ethical conduct of Indigenous research. Four core principles - relationships, trust, humility and accountability - unified the primary themes. INTERPRETATION: We identified strengths and areas for improvement of current policies and practices in Indigenous research by non-Indigenous researchers. Although non-Indigenous researchers value relationships, and their research is informed by Indigenous knowledge, institutional barriers to implementing recommended elements exist, and certain policy statements such as the Tri-Council Policy Statement 2 lack applicability to secondary data analysis for some non-Indigenous researchers.
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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 | 0.024 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.008 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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.
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