The Acceptability of Incorporating a Youth Smoking Prevention Intervention in the Pediatric Emergency Department
Bibliographic record
Abstract
The pediatric emergency department (PED) is under-utilized as a setting in which to provide tobacco prevention interventions for at-risk children. We sought to determine the acceptability and feasibility of incorporating a brief, parental tobacco prevention intervention to 520 parents during the PED visit. Mean age (SD) of parents and children was 38.6 (7.1) and 11.5 (1.1), respectively; 47% of children were female; 45% were African American; 36% of parents had an annual income less than $25,000; 28.8% of parents were current smokers. Over 90% of parents said the intervention provided "useful" and "easy to understand" information and 97% of practitioners said it did not "interfere with clinical care." Given the high prevalence of parental smoking in the PED, there is a high likelihood that their children will initiate smoking in the future. Thus, the use of the PED as a venue to providing tobacco prevention interventions warrants further evaluation.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.016 | 0.067 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 source (direct Gemma or distilled Codex), 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".