Recruitment and Engagement in Men's Psychotherapy Groups: An Integrity Model, Value-Based Perspective
Bibliographic record
Abstract
Cochran’s (2005) review of literature on working with men notes that “men’s un-derutilization of psychological services and psychotherapy is well documented” (p. 649). Andronico (1996) asks how men can be engaged in group psychotherapy within the constraints of time and financial resources. This article offers a clini-cal examination of the recruitment and engagement phases of the Beyond Sepa-ration group program offered under the aegis of the Ottawa Civic Hospital’s Men’s Clinic. The Integrity Model, an existential approach emphasizing the importance of honouring one’s values in achieving mental health and wellness, provided the theoretical foundation for this program. This study’s potential impact on the de-sign and implementation of respectful and viable approaches in the recruitment and engagement phases of therapeutic group programs for men is discussed.
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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 | 0.058 | 0.029 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.017 | 0.040 |
| Scholarly communication | 0.014 | 0.011 |
| Open science | 0.003 | 0.012 |
| Research integrity | 0.005 | 0.006 |
| Insufficient payload (model declined to judge) | 0.003 | 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".