Culture-infused counselling: A model for developing multicultural competence
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
Abstract Cultural, personal, contextual, and universal factors integrate to form the personal cultural identities of both the counsellor and the client. These personal cultural identities may have a dramatic impact on the success of the counselling process and must be taken into account in both theory and practice. The culture-infused counselling model builds on the concept of personal cultural identity to form a conceptual framework for enhancing the multicultural competence of practitioners and for optimizing therapeutic outcomes with a wide range of clientele. The specific attitudes, knowledge, and skills required for multicultural competence are described, expanding upon and enhancing earlier theoretical conceptualizations of multicultural counselling competencies. This detailed elaboration of specific multicultural counselling competencies provides a foundation for counsellor education and continued professional development. Keywords: cultural counselingpersonal cultural identitymulticultural competencecounselling process Declaration of interest : The authors report no conflicts of interest. The authors alone are responsible for the content and writing of the paper.
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.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it