“Directive Approach” for Chinese Clients Receiving Psychotherapy: Is That Really a Priority?
Bibliographic record
Abstract
The academic literature often suggests that Chinese people prefer directive approaches in therapy. However, studies on this topic are often based on therapists' self-reports: clients' perceptions are rarely considered. What does "directive approach" mean? Is it what clients prefer? Using cultural psychology and medical anthropology as a theoretical framework, the ethnography explored the experience of psychotherapy from Chinese clients' perspectives. Specifically, using ethnographic interview, eight informants, two male and six female, ranging in age from 40 to 55, were interviewed twice in-depth about their experiences of seeing Chinese therapists. All informants are Chinese immigrants who reside in a major Canadian city and saw at least one Chinese therapist in a community counseling agency within 1 year prior to the interview. In the first interview, informants created group of cards describing a list of hypothesized cultural knowledge regarding psychotherapy. After initial data analysis, the cards were presented to the informants in the second interviews, in which they confirmed and/or rejected the hypotheses by grouping, reorganizing, and ranking the cards. In the end each informant created a number of mind-maps with the cards, which served as a representation of informants' psychological reality of psychotherapy based on their ordinary language. The maps were then further analyzed for themes among informants. Results suggest that clients appreciate therapists who "give homework," "analyze their problems," "talk about strategies that other clients have found useful," "chat," and "provide resources." Results also highlight informants' understanding of their own responsibility for the therapeutic relationship which has never been documented before and has important clinical implications.
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How this classification was reachedexpand
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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) | 0.001 | 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 teacher head, 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".