Participant Feedback and Satisfaction with the UQDRIVE Groups for Driving Cessation
Bibliographic record
Abstract
BACKGROUND: Driving cessation can lead to negative consequences, such as depression and reduced social activities. PURPOSE: The University of Queensland Driver Retirement Initiative (UQDRIVE) intensive support program is a six-week program to assist older people with driving cessation. METHODS: Fifty-five participants completed a survey of satisfaction with the program, including identification of the aspects of the program that were useful and they had applied in real life. FINDINGS: There was overall satisfaction with the program, and content analysis identified three areas that were highlighted as particularly useful: "Finding alternative means: transport and service options," "Planning with more wisdom: thinking about driving cessation," and "Being with people: sharing experiences with peers." IMPLICATIONS: These findings indicate that program participants were satisfied with the current UQDRIVE intensive support group program and found both the psychosocial supports and practical strategies to be useful in managing driving cessation.
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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 | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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".