Incorporating Yup'ik and Cup'ik Eskimo Traditions Into Behavioral Health Treatment
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
The Yup'ik and Cup'ik Eskimo of Southwest Alaska have developed programs to provide healing from historical trauma. The Village Sobriety Project, a Center for Substance Abuse Treatment-funded project administered by the Yukon-Kuskokwim Health Corporation from 1999 to 2002, is an effort to incorporate the local Yup'ik and Cup'ik peoples' ways into treatment services for mental health and substance abuse. Activities such as tundra walks and time with elders are supported in treatment, and Medicaid reimbursement was successfully obtained for such activities. Documentation of treatment showed that it incorporated cultural elements of the Yup'ik and Cup'ik people.
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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 | 0.001 | 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 | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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