The Red Road to Wellness: Cultural Reclamation in a Native First Nations Community Treatment Center
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 explores how Native American cultural practices were incorporated into the therapeutic activities of a community-controlled substance abuse treatment center on a "First Nations" reserve in the Canadian north. Analysis of open-ended interviews with nineteen staff and clients-as contextualized by participant observation, program records, and existing ethnographic resources-yielded insights concerning local therapeutic practice with outpatients and other community members. Specifically, program staff adopted and promoted a diverse array of both western and Aboriginal approaches that were formally integrated with reference to the Aboriginal symbol of the medicine wheel. Although incorporations of indigenous culture marked Lodge programs as distinctively Aboriginal in character, the subtle but profound influence of western "therapy culture" was centrally evident in healing activities as well. Nuanced explication of these activities illustrated four contributions of cultural analysis for community psychology.
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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.014 | 0.001 |
| 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