2009 Newfoundland and Labrador Gambling Prevalence Study
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
This report presents the findings of the 2009 Newfoundland and Labrador Gambling Prevalence Study conducted by MarketQuest Research on behalf of the Department of Health and Community Services, Government of Newfoundland and Labrador. Three years following the completion of the 2005 Newfoundland and Labrador Gambling Prevalence Study, the Department would now like to follow up with a second gambling prevalence study to observe and track gambling trends in the province. This study will gather data with respect to: • The prevalence of gambling and problem gambling in the province; • Profiles of gambler sub-types and players of certain gambling activities; • The relationship between gambling and correlates of gambling including substance use and mental health; • Consequences related to gambling; and • Awareness of support and treatment services. This information will provide the Department and the Regional Health Authorities (RHAs) with the information needed to continue to guide prevention, promotion, education, and treatment services related to gambling in the province.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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