Pre-symptomatic prediction of morbitidies in preterm infants with patent ductus arteriosus by targeted neonatal echocardiography and brain-type natriuretic peptide
Bibliographic record
Abstract
Objectives: Our objective was to compare patent ductus arteriosus (PDA) diameter, PDA score and brain-type natriuretic peptide (BNP) measurements at 48-72 hours of life, for prediction of neonatal morbidities. We hypothesized that use of a PDA score with BNP, may improve pre-symptomatic prediction of PDAs associated with adverse outcomes. Method: Infants < 31 weeks GA were prospectively studied by targeted neonatal echocardiogram (TNE) at 48-72 hours age, composite PDA score and serum BNP assay; the clinical team remained blinded. PDA was independently diagnosed by echocardiography at time of clinical suspicion (6 ± 2 days), and treated at discretion of the clinical team. Primary outcome was survival with one or more of adverse outcomes (intraventricular hemorrhage [IVH], bronchopulmonary dysplasia [BPD], retinopathy of prematurity [ROP], necrotizing enterocolitis [NEC]). Results: A PDA was present in 56 of 70 infants studied at 48-72 hours; 30 were eventually diagnosed with PDA but never required treatment, 19 required medical treatment, 7 surgical ligation. After adjustment for gestation, PDA diameter did not predict any adverse outcome, PDA score was associated with increased risk of any adverse outcome and high BNP was associated with IVH, BPD, or survival with any adverse outcome. Conclusions: Comprehensive PDA evaluation at 48-72 hours of age may predict the subsequent occurrence of adverse outcomes and may be useful to define the PDA treatment threshold.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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".