Clients' collaboration in therapy: Self-perceptions and relationships with client psychological functioning, interpersonal relations, and motivation.
Bibliographic record
Abstract
To gain a closer understanding of client collaboration and its determinants, the first goal of this study involved the investigation of clients' perceptions of collaboration using a discovery-oriented methodology. Content analysis of 30 clients' written descriptions revealed three different modes of client collaboration, labeled active, mutual, and therapist-dependent, which emphasized client initiative and active participation, joint participation, and reliance on therapists' contributions to the work and change process, respectively. The majority of clients valued the therapist's active involvement and also emphasized the helpfulness of their collaborative experiences. In general, the therapist actions and attitudes involved in clients' views of good collaboration varied among clients. A second goal was to examine the relationships between client psychological functioning, quality of interpersonal relationships, and motivation, and clients' collaborative contributions, as rated by clients and therapists. Of these, only motivation was significantly associated with client collaboration, particularly in the perceptions of therapists. (PsycINFO Database Record (c) 2010 APA, all rights reserved).
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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 | 0.009 | 0.031 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.003 |
| 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 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".