Barriers and Facilitators of Evidence-Based Practice in Pediatric Behavioral Sleep Care: Qualitative Analysis of the Perspectives of Health Professionals
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Behavioral sleep problems are highly prevalent among young and school-aged children. Despite strong evidence for effective interventions, few children receive evidence-based care. In this study, 124 Canadian health professionals answered open-ended questions regarding barriers and facilitators of their provision of evidence-based behavioral sleep-related care, and responses were analyzed for content. Responses represented issues at an individual practice level, as well as broader systemic issues. The most frequently reported barrier and facilitator related to knowledge, training, and education. Other barriers included lack of time and institutional support, and facilitators included supportive sleep attitudes and beliefs. This study may inform the design of education programs for health professionals, and provides support for broader systems-level initiatives targeted at increasing evidence-based practice.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it