Culturally Relevant, Socially Just Social Work Supervision: Becoming Visible Through a Social Constructionist Lens
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
Developing a conceptualization of the supervision relationship that can successfully encourage cultural relevancy and the pursuit of social justice is a challenge facing social workers today. We propose that a social constructionist perspective invites social work supervisors influenced by Euro-Western discourse to (1) seek understanding about differences rather than strive to achieve some preconceived notion of cultural competence, and (2) seek opportunities to advocate for cultural community “insiders” to develop their own configuration of social work supervision. Supervision examples from Aotearoa New Zealand are presented and discussed for potential transferability to other countries such as the United States and Canada.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.006 |
| Science and technology studies | 0.020 | 0.001 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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