Funding and ethics in Métis community based research: the complications of a contemporary context
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
Recent ethical guidelines developed by the Canadian Institutes of Health Research along with the Tri-Council Policy Statement: Ethical Conduct for Research Involving Humans stress the importance of Aboriginal com munity engagement in research. Although these are positive changes meant to ensure respectful and responsive research relationships between communities and researchers, the understanding of ‘community’ employed by the new guidelines is problematic. In this sense, the guidelines rely on hegemonic understandings of what it is to be an Aboriginal person in Canada, as well as white spatial imaginaries of Aboriginal geographies. In this way, the guidelines codify Aboriginality and its spatiality as that of well-structured, landed, bounded and distinct rural communities. However, the contemporary Métis communities with whom the authors have worked rarely fit into hegemonic imaginaries of Aboriginality and its geographies in Canada. Rather, Métis communities are of ten institutionally weak, geographically dispersed and sociologically complex. Thus, we argue that the guidelines instantiate a territorialisation of society and space that risks re-marginalising Métis communities.
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 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 | 0.008 | 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 | 0.014 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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