SCAI Position Statement on Transcatheter Occlusion of Patent Ductus Arteriosus in Premature Infants
Bibliographic record
Abstract
Historically, pharmacotherapy and surgical ligation have been the primary treatments for occlusion of patent ductus arteriosus (PDA), but recent advancements have led to the US Food and Drug Administration approval of the first transcatheter PDA occlusion device for low birth weight infants in 2019. Although short-term outcomes have been encouraging, successful outcomes are highly dependent on proper patient selection, awareness of key procedural considerations, appropriately trained operators, and institutions meeting a standard of required infrastructural requirements. A multidisciplinary approach involving neonatologists and cardiologists is beneficial, as well as shared decision-making with the patient's family. This position statement from the Society for Cardiovascular Angiography & Interventions provides comprehensive suggestions to optimize the safety and efficacy of transcatheter PDA occlusion in premature infants, aiming to improve long-term outcomes in this vulnerable population.
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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 | 0.007 | 0.017 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.004 | 0.002 |
| Research integrity | 0.029 | 0.023 |
| Insufficient payload (model declined to judge) | 0.006 | 0.007 |
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".