Motivation to quit or reduce gambling: Associations between Self-Determination Theory and the Transtheoretical Model of Change
Bibliographic record
Abstract
Motivation for change and recovery from addiction has been commonly assessed using the Transtheoretical Model's stages of change. Analogous to readiness for change, this measure of motivation may not recognize other elements of motivation relevant to successful change. The aim of this study was to examine the relationship between stages of change and reasons for change according to the Self-Determination Theory among problem gamblers motivated to quit. Motivations for change were examined for 200 adult problem gamblers with intent to quit in the next 6 months (contemplation stage) or 30 days (preparation stage). Analyses revealed that higher autonomous motivation for quitting gambling predicted greater likelihood of being in the preparation stage, whereas those with higher external motivation for change were less likely to be farther along the stage of change continuum. The findings suggest that autonomous motivations relate to readiness for quitting gambling, and may predict successful resolution from problem gambling.
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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 | 0.001 |
| 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 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".