Comprehensive cardiosurgical intervention for displaced Amplatzer Amulet device with atrial fibrillation complications
Bibliographic record
Abstract
AMA Greberski K, Danielecki C, Jarząbek R, Łuczak M, Buszkiewicz K, Bugajski P. Comprehensive cardiosurgical intervention for displaced Amplatzer Amulet device with atrial fibrillation complications. Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery. 2024;21(1):67-69. doi:10.5114/kitp.2024.138446. APA Greberski, K., Danielecki, C., Jarząbek, R., Łuczak, M., Buszkiewicz, K., & Bugajski, P. (2024). Comprehensive cardiosurgical intervention for displaced Amplatzer Amulet device with atrial fibrillation complications. Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery, 21(1), 67-69. https://doi.org/10.5114/kitp.2024.138446 Chicago Greberski, Krzysztof, Cezary Danielecki, Radosław Jarząbek, Maciej Łuczak, Karol Buszkiewicz, and Paweł Bugajski. 2024. "Comprehensive cardiosurgical intervention for displaced Amplatzer Amulet device with atrial fibrillation complications". Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery 21 (1): 67-69. doi:10.5114/kitp.2024.138446. Harvard Greberski, K., Danielecki, C., Jarząbek, R., Łuczak, M., Buszkiewicz, K., and Bugajski, P. (2024). Comprehensive cardiosurgical intervention for displaced Amplatzer Amulet device with atrial fibrillation complications. Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery, 21(1), pp.67-69. https://doi.org/10.5114/kitp.2024.138446 MLA Greberski, Krzysztof et al. "Comprehensive cardiosurgical intervention for displaced Amplatzer Amulet device with atrial fibrillation complications." Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery, vol. 21, no. 1, 2024, pp. 67-69. doi:10.5114/kitp.2024.138446. Vancouver Greberski K, Danielecki C, Jarząbek R, Łuczak M, Buszkiewicz K, Bugajski P. Comprehensive cardiosurgical intervention for displaced Amplatzer Amulet device with atrial fibrillation complications. Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery. 2024;21(1):67-69. doi:10.5114/kitp.2024.138446.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.003 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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".