Hope for all? Investigating the moderating effect of social inhibition on the association between hope and outcome in an integrative group therapy program
Bibliographic record
Abstract
Existing research supports the therapeutic value of hope in different therapies and for diverse patient groups. Patients who are socially inhibited tend to have a particularly difficult time in group therapy, and the experience of hope in that context may be especially poignant for them. The present study investigated the impact of hope on the outcome of a group-based treatment and whether this impact differed for patients depending on their level of social inhibition. The sample consisted of 49 consecutively admitted patients who completed treatment in an intensive, integrative group therapy program. Patients completed four self-report measures to assess hope, social inhibition, quality of life, and depression. Regression with moderation analysis was employed. The analyses revealed that social inhibition significantly moderated the impact of hope on treatment outcome, indicating that hope had a more pronounced effect among those patients with relatively higher levels of social inhibition.
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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 | 0.005 | 0.001 |
| 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 | 0.001 |
| 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 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".