Bibliographic record
Abstract
INTRODUCTION: Procedural sedation and analgesia (PSA) is the standard of care for many procedures in the pediatric emergency department (PED). Although generally performed by skilled PED physicians, in Israeli PEDs, during nighttime hours, it is mainly performed by pediatric residents. The safety of PSA by residents is considered comparable yet has not been evaluated regarding nighttime performance. METHODS: A retrospective study review of PSA performed in the PED at night (1:00 a . m .-7:00 a . m .). To evaluate these events, we compared each case of nighttime PSA to 2 daytime PSA cases from 2017 to 2019. Adverse events were evaluated using the Quebec criteria. RESULTS: The study included 451 sedations performed on 438 children from January 2017 to January 2019. Adverse events (AEs) occurred in 29 (6.4%) of the sedations. Serious AEs were uncommon. This included mostly bag-valve-mask ventilation used in 13 (2.9%) of the cases. Of these, 12 were daytime sedations. There was a clear association between abscess drainage during daytime hours and AEs. CONCLUSIONS: Sedations performed during nighttime hours by pediatric residents seem safe and effective. This should strengthen the empowerment of residents to perform sedations when necessary even at late hours of the night. Recognizing cases at higher risk may avoid possible AEs.
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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 | 0.001 | 0.001 |
| 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) | 0.002 | 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".