Making a choice: initial fraction of inspired oxygen for resuscitation at birth of a premature infant less than 32 weeks gestational age
Bibliographic record
Abstract
Research and Reports in Neonatology, 1 the best initial fraction of inspired oxygen (FiO 2 ) to use during resuscitation of preterm neonates ,32 weeks gestational age (GA) has not been clearly elucidated. Most recent neonatal resuscitation guidelines leave the difficult choice of the actual FiO 2 in the hands of individual physicians. We believe that this letter, through review and discussion of the recent published literature, will aid physicians in this choice and confirm that, as per the opinion of Abdel-Hady and Nasef, the best present evidence-based choice for the initial FiO 2 for resuscitating preterm infants ,32 weeks GA appears to be 30%. However, determination of the ideal initial resuscitation gas requires further research assessing both short-term and long-term outcomes.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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 teacher head, 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".