Using a think‐aloud methodology to understand online physical activity information search experiences and preferences of parents of children and youth with disabilities
Bibliographic record
Abstract
BACKGROUND: The Internet is a preferred source of physical activity (PA) information. However, limited research exists regarding the experiences of parents of children and youth with disabilities (CYWD) in searching for PA programme information online. This research examined the experiences and preferences of parents of CYWD in searching for PA programme information online. METHOD: Parents of CYWD (n = 10) participated in a think-aloud exercise while searching for PA programme information online. Following the think-aloud exercise, semi-structured interviews were used to further understand parents' experiences and preferences in searching for PA programme information online. RESULTS: Parents identified key features that contributed to a positive online search experience. Additionally, parents noted challenges and resulting negative affect that was experienced. CONCLUSIONS: This research can inform the development and dissemination of online PA programme information that is accessible and relevant to the preferences of parents of CYWD and can facilitate positive search experiences.
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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 | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.004 |
| 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".