Hybrid one-day coronary artery bypass grafting and carotid artery stenting – cardiac surgeons’ perspective on the procedure’s safety
Bibliographic record
Abstract
ENWEndNote BIBJabRef, Mendeley RISPapers, Reference Manager, RefWorks, Zotero AMA Piątek J, Kędziora A, Dzierwa K, et al. Hybrid one-day coronary artery bypass grafting and carotid artery stenting – cardiac surgeons’ perspective on the procedure’s safety. Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej. 2018;14(1):99-102. doi:10.5114/aic.2018.74362. APA Piątek, J., Kędziora, A., Dzierwa, K., Konstanty-Kalandyk, J., Wróżek, M., & L. Bryniarski, K. et al. (2018). Hybrid one-day coronary artery bypass grafting and carotid artery stenting – cardiac surgeons’ perspective on the procedure’s safety. Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej, 14(1), 99-102. https://doi.org/10.5114/aic.2018.74362 Chicago Piątek, Jacek, Anna Kędziora, Karolina Dzierwa, Janusz Konstanty-Kalandyk, Marcin Wróżek, Krzysztof L. Bryniarski, and Piotr Musiałek et al. 2018. "Hybrid one-day coronary artery bypass grafting and carotid artery stenting – cardiac surgeons’ perspective on the procedure’s safety". Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej 14 (1): 99-102. doi:10.5114/aic.2018.74362. Harvard Piątek, J., Kędziora, A., Dzierwa, K., Konstanty-Kalandyk, J., Wróżek, M., L. Bryniarski, K., Musiałek, P., Bartuś, K., Kapelak, B., and Pieniążek, P. (2018). Hybrid one-day coronary artery bypass grafting and carotid artery stenting – cardiac surgeons’ perspective on the procedure’s safety. Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej, 14(1), pp.99-102. https://doi.org/10.5114/aic.2018.74362 MLA Piątek, Jacek et al. "Hybrid one-day coronary artery bypass grafting and carotid artery stenting – cardiac surgeons’ perspective on the procedure’s safety." Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej, vol. 14, no. 1, 2018, pp. 99-102. doi:10.5114/aic.2018.74362. Vancouver Piątek J, Kędziora A, Dzierwa K, Konstanty-Kalandyk J, Wróżek M, L. Bryniarski K et al. Hybrid one-day coronary artery bypass grafting and carotid artery stenting – cardiac surgeons’ perspective on the procedure’s safety. Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej. 2018;14(1):99-102. doi:10.5114/aic.2018.74362.
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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 | 0.008 | 0.024 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.005 | 0.005 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.003 | 0.006 |
| Insufficient payload (model declined to judge) | 0.024 | 0.009 |
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".