Grounded in Culture: Reflections on Sitting Outside the Circle in Community-Based Research With Indigenous Men
Bibliographic record
Abstract
Research continues to be a dirty word for many Indigenous people. Community-based participatory research (CBPR) is a means to disrupt power dynamics by engaging community members within the research process. However, the majority of relationships between researcher and participants within CBPR are structured within Western research paradigms and they often reproduce imbalances of power. The purpose of this article is to reflect on the process of CBPR within a research project focused on Indigenous men's masculinity and mental health. In doing so, we aim to contribute to reflexive practice in CBPR and flatten research hierarchies to facilitate more equitable knowledge sharing. Our reflections highlight the importance of prioritizing healing, centering cultural protocols, negotiating language, and creating space for Indigenous research partners to lead. These critical lessons challenge Western researchers to ground their practices in Indigenous culture while they "sit outside the circle" to facilitate more equitable and engaged partnerships.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.080 | 0.081 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.077 | 0.115 |
| Scholarly communication | 0.024 | 0.022 |
| Open science | 0.009 | 0.035 |
| Research integrity | 0.014 | 0.032 |
| Insufficient payload (model declined to judge) | 0.003 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".