Bibliographic record
Abstract
Question A 9-month-old baby presented to my rural emergency department with 2 days of cough and congestion and 1 day of breathing difficulties in the month of February. An auscultation examination of the lungs indicated there were scattered, faint wheezes and coarse sounds. Based on the baby’s age, symptomatology, and the winter season, the likely diagnosis was bronchiolitis. Are inhaled β2-agonists an appropriate treatment for this patient? Answer The use of inhaled β2-agonists in children younger than 2 years of age with bronchiolitis is not indicated. Wheezing is most commonly part of the diagnosis of bronchiolitis, a lower respiratory viral infection in young children. Unlike with asthma, smooth muscle constriction in the lungs is not a symptom of bronchiolitis. Treatment of bronchiolitis requires supportive care, but pharmaceutical interventions such as β2-agonists, steroids, and antibiotics have not been shown to decrease length of illness, illness severity, or hospitalization rates. There may be a subgroup of infants with bronchiolitis who respond to β2-agonists treatment; however, this group has not been fully identified in the literature to date.
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.
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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.010 | 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".