Toward a Feminist and Multicultural Model of Consultation and Advocacy
Bibliographic record
Abstract
The authors present core ideas or constructs that might be integral to a feminist and multicultural model of consultation. According to the model, the structure of consultation is (a) nonhierarchical and (b) an open triad (incorporating extrapersonal and outside factors). The process of consultation is (c) culturally responsive and (d) empowering. The role of the consultant is as (e) an agent for change and (f) an advocate for both the client and the system. Los autores y sus ideas centrales presente o construyentes quizás sea integral para una feminista y un modelo de la consulta multicultural. Según el modelo, la estructura de la consulta es (a) nonhierarchical y (b) una tríada abierta (incorporando extrapersonal y factores exteriores). El proceso de la consulta es (c) culturalmente receptiva y (d) autorizada. El papel del consultor es como (e) un agente para el cambio y (f) un defensor para el cliente y el sistema.
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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 | 0.016 | 0.011 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.016 | 0.038 |
| Scholarly communication | 0.016 | 0.011 |
| Open science | 0.003 | 0.011 |
| Research integrity | 0.007 | 0.008 |
| Insufficient payload (model declined to judge) | 0.006 | 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; 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".