The Medicine Wheel Revisited: Reflections on Indigenization in Counseling and Education
Bibliographic record
Abstract
Indigenization involves relating traditional cultures to modern methods, concepts, and science to facilitate their use by those populations. Despite attempts to indigenize both the practice of counseling and the content of educational curricula, mental health and educational deficits in Amerindian communities have remained. This article suggests indigenization in the North American context is often based on a reified view of culture that discounts naturalistic and scientific approaches, and that this dynamic inhibits progressive cultural change at institutional and community levels. A secular approach to indigenization is proposed that relates modern conceptual thought to traditional cultures in a way that is consistent with traditional constructs. The medicine wheel, traditional to North American Great Plains cultures, is applied to counseling to illustrate how concepts found in aboriginal cultures could inform modern practice with wider applications to curriculum development. Related tensions involving interpretations of aboriginal spiritualities and modernity are discussed.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.038 | 0.029 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.027 | 0.138 |
| Scholarly communication | 0.019 | 0.026 |
| Open science | 0.004 | 0.017 |
| Research integrity | 0.022 | 0.041 |
| Insufficient payload (model declined to judge) | 0.004 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".