The Interplay of Appraisals, Specific Coping Styles, and Depressive Symptoms Among Young Male and Female Gamblers
Why this work is in the frame
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Bibliographic record
Abstract
The present study assessed gambling appraisals and specific coping styles among 400 young male (n = 230) and female (n = 170) gamblers. Of particular interest was to determine whether gender variations in stress-related responses are associated with the degree of gambling pathology, depressive symptoms, and attitude to seeking treatment. Results showed that greater appraisals of threat, illusions of control, and negative outcome expectancies were associated with higher levels of gambling pathology, particularly among males. Further, among women, gambling propensity was associated with reduced social support seeking, whereas for men gambling pathology was primarily accounted for by increased use of wishful thinking. These coping strategies, combined with other internally oriented emotion-focused strategies, mediated the relation between gambling and depressive symptoms. Not surprisingly, more positive attitudes to treatment seeking were reported by those with a greater propensity to use problem-solving and support seeking coping efforts. The utility of assessing specific components that comprise a gambler’s stress-response is 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 | 0.001 |
| 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