Cultural adaptation of cognitive–behavioural therapy
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
SUMMARY The study of cultural factors in the application of psychotherapy across cultures – ethnopsychotherapy – is an emerging field. It has been argued that Western cultural values underpin cognitive–behavioural therapy (CBT) as they do other modern psychosocial interventions developed in the West. Therefore, attempts have been made to culturally adapt CBT for ethnic minority patients in the West and local populations outside the West. Some frameworks have been proposed based on therapists’ individual experiences, but this article describes a framework that evolved from a series of qualitative studies to culturally adapt CBT and that was field tested in randomised controlled trials. We describe the process of adaptation, details of methods used and the areas that need to be focused on to adapt CBT to a given culture. Further research is required to move the field forward, but cultural adaptation alone cannot improve outcomes. Access to evidence-based psychosocial interventions, including CBT, needs to be improved for culturally adapted interventions to achieve their full potential. LEARNING OBJECTIVES After reading this article you will be able to: • recognise the link between cultural factors and the need to adapt psychosocial interventions • identify the necessary steps to culturally adapt CBT • understand the modifications required to deliver therapy to individuals from diverse cultural backgrounds.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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