The AGRI National Project: Online Panel Study [Canada]
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
<p>The AGRI National Project (ANP) was a three-year longitudinal study conducted by a multi-institute research team based at the Alberta Gambling Research Institute (AGRI). The aim of the study was to capture a national-wide picture of gambling and problem gambling in Canada. The ANP had ten research objectives. The Online Panel Study was one of three parts of the ANP and was central to many of the ten objectives. The aims of the study included but was not limited to:</p> <ul> <li>Determine provincial and demographic differences in gambling and problem gambling;</li> <li>Determine the prevalence of online gambling; and</li> <li>Determine the use of and perceived effectiveness of harm minimization initiatives in preventing problem gambling.</li> </ul> <p>The Online Panel Study collected data on several gambling-specific aspects of the responders' lives. The data contains gambling-specific information including:</p> <ul> <li>Demographics;</li> <li>Gambling attitudes and beliefs in gambling fallacies;</li> <li>Gambling participation; and</li> <li>Family history of problem gambling;</li> </ul> <p>In addition to gambling-specific data, the Online Panel Study contains general data variables including:</p> <ul> <li>Psychological factors (personality, mental health); and</li> <li>Comorbid factors (behavioural addictions, substance use, PTSD)</li> </ul> <p>A sample of 10,199 participants were recruited from each province of Canada. Participants were recruited through the Leger Opinion's registered pool of online participants. The LEO participant pool is structured to be demographically and geographically representative of the Canadian adult (18 years and older) population. Of the initial 10,199 participants, 4,707 participated in the follow-up survey. LEO registered participants were sent an email asking if they participated in gambling activities once per month. Participants who did gamble and consented to participating in the study were directed to an online survey. The baseline data was collected between August 2018 and October 2018. The follow-up data was collected between August 2019 and November 2019. Additional information on sampling, retention, study variables, and survey questionnaires can be located in the accompanying user manual and codebooks.</p> <p>The manual and codebooks were created by Dr. Carrie A. Shaw (n&eacute;e Leonard).</p>
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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