Review: home-made and commercial spacers did not differ for delivery of inhaled β<sub>2</sub>agonists in children with asthma or wheezingCommentary
Bibliographic record
Abstract
C Rodriguez-Martinez Dr C Rodriguez-Martinez, Clinica Colsanitas, Bogota, Colombia; carlos_rodriguez2671@yahoo.com In children with acute asthma or lower airway obstruction attacks, how do home-made and commercial spacers attached to metered-dose inhalers (MDIs) compare for delivering β2 agonists? Studies selected compared rapid-acting β2 agonists delivered by MDIs attached to home-made spacers with MDIs attached to commercial spacers in children and adolescents <18 years of age presenting to the emergency department (ED) with acute exacerbations of wheezing or asthma. Outcomes included hospital admission, lung function (peak expiratory flow rate [PEFR], oxygen saturation, and respiratory rate), heart rate, clinical score, intensive care unit (ICU) admission, …
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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 | 0.007 | 0.053 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.004 | 0.002 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.006 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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".