Inflammatory fibroid polyp in the antrum co-occurring with adenomatous polyp in the ascending colon
Bibliographic record
Abstract
ENWEndNote BIBJabRef, Mendeley RISPapers, Reference Manager, RefWorks, Zotero AMA Wronecki J, Błaszkiewicz A, Swatek J, Skrzydło-Radomańska B. Inflammatory fibroid polyp in the antrum co-occurring with adenomatous polyp in the ascending colon. Gastroenterology Review/Przegląd Gastroenterologiczny. 2018;13(4):340-342. doi:10.5114/pg.2018.79816. APA Wronecki, J., Błaszkiewicz, A., Swatek, J., & Skrzydło-Radomańska, B. (2018). Inflammatory fibroid polyp in the antrum co-occurring with adenomatous polyp in the ascending colon. Gastroenterology Review/Przegląd Gastroenterologiczny, 13(4), 340-342. https://doi.org/10.5114/pg.2018.79816 Chicago Wronecki, Jakub, Aleksandra Błaszkiewicz, Jarosław Swatek, and Barbara Skrzydło-Radomańska. 2018. "Inflammatory fibroid polyp in the antrum co-occurring with adenomatous polyp in the ascending colon". Gastroenterology Review/Przegląd Gastroenterologiczny 13 (4): 340-342. doi:10.5114/pg.2018.79816. Harvard Wronecki, J., Błaszkiewicz, A., Swatek, J., and Skrzydło-Radomańska, B. (2018). Inflammatory fibroid polyp in the antrum co-occurring with adenomatous polyp in the ascending colon. Gastroenterology Review/Przegląd Gastroenterologiczny, 13(4), pp.340-342. https://doi.org/10.5114/pg.2018.79816 MLA Wronecki, Jakub et al. "Inflammatory fibroid polyp in the antrum co-occurring with adenomatous polyp in the ascending colon." Gastroenterology Review/Przegląd Gastroenterologiczny, vol. 13, no. 4, 2018, pp. 340-342. doi:10.5114/pg.2018.79816. Vancouver Wronecki J, Błaszkiewicz A, Swatek J, Skrzydło-Radomańska B. Inflammatory fibroid polyp in the antrum co-occurring with adenomatous polyp in the ascending colon. Gastroenterology Review/Przegląd Gastroenterologiczny. 2018;13(4):340-342. doi:10.5114/pg.2018.79816.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.003 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.008 | 0.004 |
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".