Re-Melody mitral valve replacement during infective endocarditis after multi-stage hybrid surgical treatment in a 2-year-old child with congenital immunodeficiency
Bibliographic record
Abstract
AMA Haponiuk-Skwarlińska J, Paczkowski K, Chojnicki M, et al. Re-Melody mitral valve replacement during infective endocarditis after multi-stage hybrid surgical treatment in a 2-year-old child with congenital immunodeficiency. Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery. 2024;21(2):123-125. doi:10.5114/kitp.2024.141153. APA Haponiuk-Skwarlińska, J., Paczkowski, K., Chojnicki, M., Steffens, M., Paśko-Majewska, M., & Macko, P. et al. (2024). Re-Melody mitral valve replacement during infective endocarditis after multi-stage hybrid surgical treatment in a 2-year-old child with congenital immunodeficiency. Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery, 21(2), 123-125. https://doi.org/10.5114/kitp.2024.141153 Chicago Haponiuk-Skwarlińska, Julia, Konrad Paczkowski, Maciej Chojnicki, Mariusz Steffens, Marta Paśko-Majewska, Paweł Macko, and Katarzyna Gierat-Haponiuk et al. 2024. "Re-Melody mitral valve replacement during infective endocarditis after multi-stage hybrid surgical treatment in a 2-year-old child with congenital immunodeficiency". Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery 21 (2): 123-125. doi:10.5114/kitp.2024.141153. Harvard Haponiuk-Skwarlińska, J., Paczkowski, K., Chojnicki, M., Steffens, M., Paśko-Majewska, M., Macko, P., Gierat-Haponiuk, K., Wasilewski, J., Zielińska, A., Werner, B., and Haponiuk, I. (2024). Re-Melody mitral valve replacement during infective endocarditis after multi-stage hybrid surgical treatment in a 2-year-old child with congenital immunodeficiency. Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery, 21(2), pp.123-125. https://doi.org/10.5114/kitp.2024.141153 MLA Haponiuk-Skwarlińska, Julia et al. "Re-Melody mitral valve replacement during infective endocarditis after multi-stage hybrid surgical treatment in a 2-year-old child with congenital immunodeficiency." Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery, vol. 21, no. 2, 2024, pp. 123-125. doi:10.5114/kitp.2024.141153. Vancouver Haponiuk-Skwarlińska J, Paczkowski K, Chojnicki M, Steffens M, Paśko-Majewska M, Macko P et al. Re-Melody mitral valve replacement during infective endocarditis after multi-stage hybrid surgical treatment in a 2-year-old child with congenital immunodeficiency. Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery. 2024;21(2):123-125. doi:10.5114/kitp.2024.141153.
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.003 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".