Minimizing blood loss and need for transfusions in newborns
Bibliographic record
Abstract
Abstract Minimizing blood loss and need for blood transfusions is a priority in the care of preterm and critically ill term newborns that can be facilitated at birth by deferring cord clamping for at least 60 seconds in both preterm and term infants. Also, using umbilical cord blood sampling for initial blood work in preterm infants, whenever feasible, and avoiding routine blood work whenever possible, help to minimize blood loss and transfusion need. In very preterm and very low birth weight infants, a restrictive red cell transfusion strategy stratified by respiratory support and postnatal age is recommended. In late preterm and term neonates who are hemodynamically unstable or in acute severe hypoxemia, blood transfusion strategies should be individualized based on clinical condition. In stable preterm infants without fetal intracranial hemorrhage or major active bleeding, a platelet transfusion threshold of <25 × 109/L should be used.
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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 | 0.006 |
| 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 | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".