Evaluation of the Use of Low-Molecular-Weight Heparin in Neonates
Bibliographic record
Abstract
Controversies exist over the currently recommended guidelines for the use of low-molecular-weight heparin (LMWH) in neonates. We retrospectively studied 30 neonates treated with LMWH and found a poor therapeutic response to recommended doses as measured by anti-Xa levels. Sixty percent of the study participants required their doses to be increased because of subtherapeutic anti-Xa levels during the initial course of their treatment. The mean starting enoxaparin dose was 1.53 ± 0.38 mg/kg. The mean enoxaparin dose, once therapeutic anti-Xa levels had been achieved, was 1.86 ± 0.50 mg/kg. Preterm and term infants required doses of 2.06 ± 0.61 mg/kg and 1.67 ± 0.26 mg/kg, respectively, to achieve therapeutic anti-Xa levels. In summary, our results suggest that higher initial doses are required to achieve therapeutic anticoagulation in neonates.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 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".