Explorations of the effectiveness of a voluntary sector psychodynamic counselling service
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
This paper reports two studies of individual psychodynamic counselling provided by a voluntary sector service. The first study examines evidence of the effectiveness of counselling, as evaluated by the General Health Questionnaire and Personal Opinion Survey. Measures of the process of counselling indicated the improvements that clients attributed to counselling, the changes that occurred during it, and the factors that were most beneficial, as well as the approaches used by counsellors. The second study, using the CORE Outcome Measure and ratings of problem severity, found counselling to be equally effective with disadvantaged and non‐disadvantaged clients, as defined by British Department of Health criteria, but these clients differed somewhat in their perceptions of helpful aspects of counselling. Both studies also indicated predictors of positive outcome of counselling. The studies are used to illustrate some of the methodological issues around research in this area.
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 | 0.006 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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