Antiochus I Soter may have suffered from takotsubocardiomyopathy due to unrequited love of Strotonikeain the perspective of modern medicine
Bibliographic record
Abstract
ENWEndNote BIBJabRef, Mendeley RISPapers, Reference Manager, RefWorks, Zotero AMA Gocer H, Baris Durukan A, Kokdemir G. Antiochus I Soter may have suffered from takotsubo cardiomyopathy due to unrequited love of Strotonikea in the perspective of modern medicine. Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery. 2021;18(2):117-118. doi:10.5114/kitp.2021.107475. APA Gocer, H., Baris Durukan, A., & Kokdemir, G. (2021). Antiochus I Soter may have suffered from takotsubo cardiomyopathy due to unrequited love of Strotonikea in the perspective of modern medicine. Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery, 18(2), 117-118. https://doi.org/10.5114/kitp.2021.107475 Chicago Gocer, Hakan, Ahmet Baris Durukan, and Görkem Kokdemir. 2021. "Antiochus I Soter may have suffered from takotsubo cardiomyopathy due to unrequited love of Strotonikea in the perspective of modern medicine". Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery 18 (2): 117-118. doi:10.5114/kitp.2021.107475. Harvard Gocer, H., Baris Durukan, A., and Kokdemir, G. (2021). Antiochus I Soter may have suffered from takotsubo cardiomyopathy due to unrequited love of Strotonikea in the perspective of modern medicine. Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery, 18(2), pp.117-118. https://doi.org/10.5114/kitp.2021.107475 MLA Gocer, Hakan et al. "Antiochus I Soter may have suffered from takotsubo cardiomyopathy due to unrequited love of Strotonikea in the perspective of modern medicine." Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery, vol. 18, no. 2, 2021, pp. 117-118. doi:10.5114/kitp.2021.107475. Vancouver Gocer H, Baris Durukan A, Kokdemir G. Antiochus I Soter may have suffered from takotsubo cardiomyopathy due to unrequited love of Strotonikea in the perspective of modern medicine. Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery. 2021;18(2):117-118. doi:10.5114/kitp.2021.107475.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.013 | 0.003 |
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".