Premedication with midazolam for urethral catheterization of febrile infants
Bibliographic record
Abstract
Febrile infants undergoing urethral catheterization (UC) are often not treated for pain and distress. The aim was to evaluate the effectiveness of midazolam premedication. We compared a convenience sample of infants who underwent UC with midazolam with those who did not receive midazolam. Outcome measures were Visual Analog Scale assessment, duration of cry, and emergency department length of stay. Thirty-two study participants and 18 controls were prospectively enrolled. Midazolam premedication showed a 53% decrease in the mean Visual Analog Scale score when parents assessed distress (33.6 vs. 71.7, P<0.0001) and a 48% decrease when nurses assessed distress (28.7 vs. 55.5, P<0.0002); the median cry duration was significantly shorter (0 vs. 240 s). Serious adverse events were not observed during sedation and at 48 h after discharge. Study participants had longer emergency department length of stay compared with the controls (191.5 vs. 139 min, P<0.017). In this cohort, midazolam significantly reduced the distress associated with UC without causing serious adverse events.
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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 | 0.001 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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".