Consequences of pathological gambling on the gambler and his spouse
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 consequences of pathological gambling negatively impact many aspects of the life of both the gambler and his relatives. This exploratory study compared the gambler's perceptions of the consequences of gambling in his life and in the life of his spouse with the perceptions that his spouse had of the same consequences. Seven couples, each including a male pathological gambler, participated in the study. Members of each couple individually completed the questionnaire. The descriptive analyses showed that each member of the couple mentioned, in addition to the financial consequences, different consequences stemming from the gambling behaviour of the gambler. The analyses revealed that the spouse perceived the consequences she experienced, as well as those experienced by the gambler, as more severe than the gambler perceived them. This paper discusses how each member of a couple that includes a pathological gambler differs in their perception of harm related to gambling.
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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 | 0.001 | 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