Itching for scratchcards: Problem gambling risks for Ontario baby boomers associated with instant ticket purchasing
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
A concurrent mixed method approach was used to explore risk factors for problem gambling associated with instant ticket purchase gambling (ITPG) by Ontario baby boomers (BB). In Study 1, a purposive sample of gambling counsellors was interviewed. Questions were guided by Canadian Problem Gambling Index (CPGI) domains. Study 2 involved secondary analysis of CPGI data retrieved from the 2002 Canadian Community Health Survey 1.2 - Mental Health and Well-Being (CCHS 1.2). Three risk factors associated with ITPG were identified: additional gambling involvement, denial of gambling activity, and minimization of spending and financial consequences. Sampling bias in CCHS 1.2 gambling module precluded inferential testing. Available data revealed that ITPG involved 40% of BB in 2002, with at-risk/problem gambling prevalence 10.2%. Amongst problem gamblers, 75% pursued ITPG as one gambling activity. Based on these findings, the hypothesis that ITPG is a risk factor for development and maintenance of problem gambling was generated.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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