Sucrose Analgesia: Identifying Potentially Better Practices
Bibliographic record
Abstract
OBJECTIVE: The objectives of this study were to review the use of oral sucrose for procedural pain management in NICUs, develop potentially better practice guidelines that are based on the best current evidence, and provide ideas for the implementation of these potentially better practices. METHODS: A collaboration of 12 centers of the Vermont Oxford Network worked together to review the strength of the evidence, clinical indications, dosage, administration, and contraindications and identify potential adverse effects for the use of sucrose analgesia as the basis of potentially better practices for sucrose analgesia guidelines. Several units implemented the guidelines. RESULTS: Through reviews and inputs from all centers of the evidence, consensus was reached and guidelines that included indication, dosage per painful procedure, age-related dosage over 24 hours, method of delivery, and contraindications were developed. CONCLUSIONS: Guidelines now are available from a consensus group, and suggestions for implementation of guidelines, based on implementation of other pain management strategies, were developed.
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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 | 0.049 | 0.154 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.008 | 0.007 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.004 | 0.006 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 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".