Participatory action research: exploring Indigenous youth perspectives and experiences
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
This study sought to expand on existing data concerning the Aboriginal experience of ethical issues in psychoeducational research. The research question focused on exploring the experiences and perceptions of Aboriginal youth who participate in action research conducted in their communities. Through a qualitative approach, the study examined the experiences of five Aboriginal youth from a British Columbia setting who had participated in a recent participatory action research project. The purpose was to identify both appropriate and damaging research practices employed by researchers working in an Aboriginal youth context. Three major themes emerged from the data, Research Design and Methodology, Benefit to Participants, and Benefit to Community, all with several categories and sub-themes also identified. Major findings regarding ethics include implications for participatory action research, cross-cultural sensitivity by researchers, Aboriginal control over research, and directions for future ethical research design.
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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