Ventricular pseudoaneurysm rupture – a potentially fatal complication of myocardial infarction
Bibliographic record
Abstract
ENWEndNote BIBJabRef, Mendeley RISPapers, Reference Manager, RefWorks, Zotero AMA Krysztofiak H, Migaj J, Buczkowski P, Stefaniak S, Straburzyńska-Migaj E, Kałużna-Oleksy M. Ventricular pseudoaneurysm rupture – a potentially fatal complication of myocardial infarction. Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej. 2020;16(4):512-513. doi:10.5114/aic.2020.101781. APA Krysztofiak, H., Migaj, J., Buczkowski, P., Stefaniak, S., Straburzyńska-Migaj, E., & Kałużna-Oleksy, M. (2020). Ventricular pseudoaneurysm rupture – a potentially fatal complication of myocardial infarction. Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej, 16(4), 512-513. https://doi.org/10.5114/aic.2020.101781 Chicago Krysztofiak, Helena, Jacek Migaj, Piotr Buczkowski, Sebastian Stefaniak, Ewa Straburzyńska-Migaj, and Marta Kałużna-Oleksy. 2020. "Ventricular pseudoaneurysm rupture – a potentially fatal complication of myocardial infarction". Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej 16 (4): 512-513. doi:10.5114/aic.2020.101781. Harvard Krysztofiak, H., Migaj, J., Buczkowski, P., Stefaniak, S., Straburzyńska-Migaj, E., and Kałużna-Oleksy, M. (2020). Ventricular pseudoaneurysm rupture – a potentially fatal complication of myocardial infarction. Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej, 16(4), pp.512-513. https://doi.org/10.5114/aic.2020.101781 MLA Krysztofiak, Helena et al. "Ventricular pseudoaneurysm rupture – a potentially fatal complication of myocardial infarction." Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej, vol. 16, no. 4, 2020, pp. 512-513. doi:10.5114/aic.2020.101781. Vancouver Krysztofiak H, Migaj J, Buczkowski P, Stefaniak S, Straburzyńska-Migaj E, Kałużna-Oleksy M. Ventricular pseudoaneurysm rupture – a potentially fatal complication of myocardial infarction. Advances in Interventional Cardiology/Postępy w Kardiologii Interwencyjnej. 2020;16(4):512-513. doi:10.5114/aic.2020.101781.
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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 | 0.002 | 0.010 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 0.005 |
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".