Casino patrons, travel behaviour, place attachment, and motivations : a study of Alberta residents : final report
Bibliographic record
Abstract
This study is guided by the question of what role "place or destination" plays in the behaviour of Alberta residents who visit casinos on their travels. More specifically, the study is designed to: (1) identify the casino related travel behaviour of Alberta residents, (2) examine the importance of place attachment and mode of experience in relation to casino patronage by Alberta residents, and (3) discover the motivations of these casino gamblers. The data were collected through the Computer-Assisted Telephone Interviewing (CATI) system operated by the Population Research Laboratory (PRL) at the University of Alberta. The final data base consisted of 1203 Alberta respondents with 602 of these being individuals who had visited a casino 80km or more from their home in the past 12 months (i.e., travelers) and the balance of whom had visited a casino less than 80km or more from their home in the past 12 months (i.e., locals).
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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 | 0.002 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 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 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".