An Evaluation of Pediatric Asthma Educational Resources
Bibliographic record
Abstract
The purpose of this study was to evaluate newly developed educational resources for children with asthma. Children with asthma, their parents, and pediatric health care professionals were invited to review age-appropriate asthma resources. Key findings revealed: (1) the perceived usefulness of these resources, particularly for creating discussion opportunities between children and their caregivers through implemented resource use; (2) the need for health education materials to balance goals of depth of information versus child enjoyment in order to increase effective knowledge transfer and application; and (3) a renewed call for future educational resources to be both relevant and interactive in their outreach and engagement of children, potentially involving mediums of advanced technology. Clinical experience and the literature note a current lack of pediatric asthma education materials. The positive findings of this review of novel educational materials in asthma address an important gap relative to pediatric practice, resource evaluation, and knowledge translation.
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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 | 0.000 | 0.000 |
| 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 | 0.000 |
| 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".