Engagement of men in group treatment programs
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
The goal of this paper is to arrive at a better understanding of the process of men’s engagement in treatment groups. Given the low perseverance rate of men in such groups, engagement is crucial to program continuance and results. A number of treatment factors and strategies that can influence engagement in group therapy programs are drawn from a review of the literature. To gain a better understanding of the factors and how they interrelate, the literature was reviewed from the perspective of Bronfenbrenner’s (1979) ecological model. The studies reviewed show that engagement is influenced by various factors associated with the characteristics of the participants, their family environment, treatment program, and cultural and social values. Current knowledge is discussed to highlight the main research and practice issues concerning men’s engagement in treatment groups. The review underscores the importance of exploring the influence of male socialization on men’s engagement, given that some traditional norms may curb their involvement and willingness to invest in group programs.
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 | 0.001 | 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 it