Treatment Preferences of Overweight Youth and Their Parents in Western Canada
Bibliographic record
Abstract
The purpose of this study was to examine the family environment and assess treatment preferences among overweight youth and their parents. Data were collected via 41 interviews with parents and children from the wait-list of a weight management clinic and analyzed using grounded theory methodology. Framed around an ecological framework, findings ranged from proximal family issues to more distal policy issues. At the family level, parents attempted to influence their children's lifestyle behaviors by using contradictory and inconsistent strategies that reflected extremes of leniency and control. There was resistance to reducing screen time because participants thought that it was important for the children's social lives. Participants desired better help from health care professionals, requested family-centered treatment, expressed a desire for increased social support, and needed policy/ program-level changes to assist their weight management efforts. These findings offer insight into the complexity of individual, familial, and environmental factors that impact both behavior change and health services delivery in pediatric weight management.
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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) | 0.001 | 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".