Assessing the Capability of School-Age Children With Asthma to Safely Self-Carry an Inhaler
Bibliographic record
Abstract
The purpose of this descriptive study was to pilot test an Asthma Assessment Interview (AAI) and to determine the approximate age a child with asthma is capable to self-carry an inhaler. A random sample of 34 students with asthma (Grades K through 10) from a midwestern school district were interviewed by the school nurse using the AAI, which assesses knowledge of asthma, symptoms, coping strategies, medication administration skills, triggers, and judgment about when to use an inhaler including the ability to tell time. Only 38% passed the AAI. No students ages 5 to 7 passed, fewer than 50% of students ages 8 to 10 passed, and half or more of students age 11 or older passed the AAI. Results suggest a school nurse should supervise elementary students when using an inhaler; most should not self-carry. The AAI can be a useful part of the school nurse’s assessment.
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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 | 0.002 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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 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".