Research with Aboriginal Peoples: Authentic Relationships as a Precursor to Ethical Research
Classification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
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".
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 ethics guidelines and policies are changing the way health research is understood, governed, and practiced among Aboriginal communities in Canada. This provides a unique opportunity to examine the meanings and uses of such guidelines by Aboriginal communities themselves. This qualitative study, conducted in Labrador, Canada, with the Innu, Inuit, and Inuit-Metis, examined how communities and researchers collaborate in a co-learning environment whereby mutual interests and agendas are discussed and enacted throughout the entire research process-a process referred to an authentic research relationship. The purpose of this study was to answer the following questions: (1) Why are authentic research relationships important? (2) What is authenticity in research? (3) How do we achieve authenticity in research with Aboriginal peoples? This shift to more wholistic methodologies can be used in various contexts in Canada and internationally. This is the first study by an Aboriginal person to examine the perspectives of Aboriginal people, in an Aboriginal context, using Aboriginal methodologies.
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.
How this classification was reachedexpand
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 | 0.436 | 0.053 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.007 | 0.010 |
| Science and technology studies | 0.055 | 0.013 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.004 | 0.000 |
| Research integrity | 0.003 | 0.118 |
| Insufficient payload (model declined to judge) | 0.001 | 0.002 |
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