<p>The General Population’s View on Where to Seek Treatment for Gambling Disorder – a General Population Survey</p>
Bibliographic record
Abstract
BACKGROUND: More remains to be understood about attitudes towards treatment for gambling disorder and where to seek treatment. Given the low degree of treatment seeking behaviour in this condition, it may be of interest to study people's perception about where to seek help in case of problem gambling. From a study originally aiming to address health correlates of problem gambling, the present sub-study aimed to examine the general population's attitudes towards where to advise a person with problem gambling to seek treatment, and correlates of recommending a formal professional treatment modality. METHODS: A cross-sectional general population web survey in Sweden (N=2,038, 55% women, 6% lifetime problem gamblers) was conducted. Preferred advice for gambling-related treatment seeking was defined with a question asking about where one would hypothetically advise a friend to seek help for gambling addiction. Advice for professional vs peer support help was compared with respect to individual characteristics, in problem gamblers and non-problem gamblers. RESULTS: Fifty percent preferred to recommend peer support help for gambling, whereas among professional treatment options, the largest share preferred primary care (22%) or psychiatry/addiction psychiatry (18%), while few suggested occupational health-care (6%) or social services (3%). Opting for a professional treatment modality for problem gambling was unrelated to one's own problem gambling, whereas those recommending professional treatment were younger and more likely to report psychological distress. In problem gamblers specifically, history of indebtedness was associated with recommending professional treatment. CONCLUSION: Many people may not perceive gambling disorder to require professional treatment, and may recommend peer support outside of formal treatment systems. Younger individuals, as well as those with a personal history of psychological treatment needs, may be more prone to recommending formal treatment. The findings may have implications for treatment trajectories and may facilitate overcoming perceived treatment barriers.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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".