Bilateral internal mammary artery in coronary arterybypass grafting using the latest da Vinci Xi robot
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
ENWEndNote BIBJabRef, Mendeley RISPapers, Reference Manager, RefWorks, Zotero AMA Smoczyński R, Staromłyński J, Bartczak M, et al. Bilateral internal mammary artery in coronary artery bypass grafting using the latest da Vinci Xi robot. Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery. 2022;19(3):158-160. doi:10.5114/kitp.2022.119766. APA Smoczyński, R., Staromłyński, J., Bartczak, M., Kowalewski, M., Pawłowski, T., & Gil, R. et al. (2022). Bilateral internal mammary artery in coronary artery bypass grafting using the latest da Vinci Xi robot. Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery, 19(3), 158-160. https://doi.org/10.5114/kitp.2022.119766 Chicago Smoczyński, Radosław, Jakub Staromłyński, Maciej Bartczak, Mariusz Kowalewski, Tomasz Pawłowski, Robert Gil, and Dominik Drobiński et al. 2022. "Bilateral internal mammary artery in coronary artery bypass grafting using the latest da Vinci Xi robot". Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery 19 (3): 158-160. doi:10.5114/kitp.2022.119766. Harvard Smoczyński, R., Staromłyński, J., Bartczak, M., Kowalewski, M., Pawłowski, T., Gil, R., Drobiński, D., Król, Z., Wierzba, W., and Suwalski, P. (2022). Bilateral internal mammary artery in coronary artery bypass grafting using the latest da Vinci Xi robot. Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery, 19(3), pp.158-160. https://doi.org/10.5114/kitp.2022.119766 MLA Smoczyński, Radosław et al. "Bilateral internal mammary artery in coronary artery bypass grafting using the latest da Vinci Xi robot." Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery, vol. 19, no. 3, 2022, pp. 158-160. doi:10.5114/kitp.2022.119766. Vancouver Smoczyński R, Staromłyński J, Bartczak M, Kowalewski M, Pawłowski T, Gil R et al. Bilateral internal mammary artery in coronary artery bypass grafting using the latest da Vinci Xi robot. Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery. 2022;19(3):158-160. doi:10.5114/kitp.2022.119766.
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.
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 | 0.006 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| 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 | 0.002 |
| 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 it