Integrated Group Therapy for a Heterogeneous Outpatient Sample
Bibliographic record
Abstract
This pilot study examined the effects of an innovative 12-week integrated group therapy program for a diagnostically heterogeneous sample of psychiatric outpatients. The study also investigated whether locus of control could predict outcome. The sample consisted of 52 patients who completed treatment. Patients demonstrated statistically significant change on all outcome variables. Effect sizes indicated moderate to large changes on all but one outcome variable. About 50% and 25% of patients made clinically significant and reliable change on measures of depressive and anxious symptoms, respectively. Chance locus of control was inversely associated with improvement. These preliminary findings suggest that a relatively short, but intense and integrated group therapy program may be effective for mixed outpatient samples. Patients who believe that their health is largely affected by chance are less likely to benefit from treatment. Clinical services with limited resources should consider offering an inclusive, comprehensive group therapy program.
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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 | 0.000 | 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) | 0.000 | 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".