Stacking the Odds: A Phenomenological Study of Non-problem Gambling in Later Life
Bibliographic record
Abstract
ABSTRACT The purpose of this exploratory, phenomenological-hermeneutic study was to explore the experience of non-problem gambling by older adults. Twelve older gamblers were identified as non-problem gamblers using two gambling screens and participated in in-depth interviews about their experience of gambling. Two major themes emerged from the interviews: the attractions of gambling and methods to keep gambling in control. Older persons sought out gambling for a variety of reasons: social contact, the food and the excitement, chances to give to charity, chances to have an inexpensive holiday, and the need for a safe way to be “bad”. Participants also described a number of cognitive and behavioural strategies to keep their gambling from becoming a problem. The results of this small exploratory study suggest that gambling is a popular form of social entertainment for older persons, although the main attractions of gambling have little or nothing to do with gambling itself. Older persons also appear to possess numerous strategies to keep gambling from becoming a problem.
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How this classification was reachedexpand
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) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 teacher head, 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".