An evidence-based formative evaluation of a cross cultural Aboriginal mental health program in Canada
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 article reports on a formative evaluation of a Canadian cross cultural Aboriginal mental health program that combined the healing properties of the Aboriginal healing circle and the self-awareness and empowerment practices of the psychotherapy technique known as ‘focusing’. The study was formative in nature and grounded in qualitative inquiry. Out of the data analysis, five salient themes surfaced that captured the breadth of the participants’ first-hand experiences of the piloted program: experience, relationships, spirituality and connectedness, empowerment, and self-awareness. The findings were interpreted using the therapeutic criteria for both the focusing and healing circle components of the program. Implications of the research include the need for further research to be conducted with, for and by Aboriginal people to ensure that their worldview is acknowledged and put into practice, and the need to acknowledge existing frameworks of healing and knowledge within Aboriginal 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 | 0.006 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 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