Percutaneous closure of perimembranous and postsurgical ventricular septal defects with Amplatzer Duct Occluder II Additional Sizes in paediatric patients – case series
Bibliographic record
Abstract
ENWEndNote BIBJabRef, Mendeley RISPapers, Reference Manager, RefWorks, Zotero AMA Knop M, Litwin L, Szkutnik M, Białkowski J, Galeczka M, Fiszer R. Percutaneous closure of perimembranous and postsurgical ventricular septal defects with Amplatzer Duct Occluder II Additional Sizes in paediatric patients – case series. Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej. 2018;14(4):429-432. doi:10.5114/aic.2018.79874. APA Knop, M., Litwin, L., Szkutnik, M., Białkowski, J., Galeczka, M., & Fiszer, R. (2018). Percutaneous closure of perimembranous and postsurgical ventricular septal defects with Amplatzer Duct Occluder II Additional Sizes in paediatric patients – case series. Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej, 14(4), 429-432. https://doi.org/10.5114/aic.2018.79874 Chicago Knop, Mateusz T., Linda Litwin, Małgorzata Szkutnik, Jacek Białkowski, Michal Galeczka, and Roland Fiszer. 2018. "Percutaneous closure of perimembranous and postsurgical ventricular septal defects with Amplatzer Duct Occluder II Additional Sizes in paediatric patients – case series". Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej 14 (4): 429-432. doi:10.5114/aic.2018.79874. Harvard Knop, M., Litwin, L., Szkutnik, M., Białkowski, J., Galeczka, M., and Fiszer, R. (2018). Percutaneous closure of perimembranous and postsurgical ventricular septal defects with Amplatzer Duct Occluder II Additional Sizes in paediatric patients – case series. Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej, 14(4), pp.429-432. https://doi.org/10.5114/aic.2018.79874 MLA Knop, Mateusz T. et al. "Percutaneous closure of perimembranous and postsurgical ventricular septal defects with Amplatzer Duct Occluder II Additional Sizes in paediatric patients – case series." Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej, vol. 14, no. 4, 2018, pp. 429-432. doi:10.5114/aic.2018.79874. Vancouver Knop M, Litwin L, Szkutnik M, Białkowski J, Galeczka M, Fiszer R. Percutaneous closure of perimembranous and postsurgical ventricular septal defects with Amplatzer Duct Occluder II Additional Sizes in paediatric patients – case series. Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej. 2018;14(4):429-432. doi:10.5114/aic.2018.79874.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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".