Relationship Satisfaction and Psychological Distress Among Concerned Significant Others of Pathological Gamblers
Why this work is in the frame
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Bibliographic record
Abstract
This study explores correlates of psychological distress and relationship satisfaction among concerned significant others (CSOs) of pathological gamblers. CSOs often seek help in dealing with the gambling problem and are influential in recovery, but little is known about the sources of their distress. A sample of 186 CSOs responded to media announcements offering telephone and bibliotherapy support. In multivariate models, CSOs who were spouses and who were younger reported more personal distress, and higher distress was associated with a greater number of CSO emotional and behavioral consequences. Lower relationship satisfaction was associated with more CSO emotional consequences, fewer gambler consequences, and greater severity of gambling problem. Implications for treatment are discussed.
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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 it