“When I Spoke, I Spoke From the Heart”: Empirical Insights and Therapeutic Lessons From an Indigenous Counseling Center
Bibliographic record
Abstract
Indigenous Peoples in Canada experience inequities in behavioral health outcomes stemming from colonial subjugation, including tacit cultural assimilation through health care. Indigenous communities assert that culturally commensurate health interventions improve wellbeing. This study, conducted with clients and staff at a First Nations behavioral health treatment program, sought to identify how respondents conceived of the therapeutic endeavor with respect to possibilities for remedying colonial injuries such as the abuses of the Indian Residential Schools (IRSs). Thematic analysis of 32 interviews revealed that targeted therapeutic goals as well as specific counselor qualities were important for a positive therapeutic experience for those in the program. Ultimately, assimilative practices, such as the IRSs of the past and mainstream behavioral health treatment programs in the present may collectively contribute to the continuation of inequities in health outcomes for Indigenous Canadians. Decolonizing the therapeutic endeavor offers a potential avenue for positive change.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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 itClassification
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".