Letter to the Editor Pyoderma gangrenosum with monoclonal IgA gammopathy and pulmonary tuberculosis. Illustrative case and review
Bibliographic record
Abstract
ENWEndNote BIBJabRef, Mendeley RISPapers, Reference Manager, RefWorks, Zotero AMA Romańska-Gocka K, Cieścińska C, Zegarska B, et al. Letter to the EditorPyoderma gangrenosum with monoclonal IgA gammopathy and pulmonary tuberculosis. Illustrative case and review. Advances in Dermatology and Allergology/Postępy Dermatologii i Alergologii. 2015;32(2):137-141. doi:10.5114/pdia.2014.40974. APA Romańska-Gocka, K., Cieścińska, C., Zegarska, B., Schwartz, R., Cieściński, J., & Olszewska-Słonina, D. et al. (2015). Letter to the EditorPyoderma gangrenosum with monoclonal IgA gammopathy and pulmonary tuberculosis. Illustrative case and review. Advances in Dermatology and Allergology/Postępy Dermatologii i Alergologii, 32(2), 137-141. https://doi.org/10.5114/pdia.2014.40974 Chicago Romańska-Gocka, Krystyna, Czanita Cieścińska, Barbara Zegarska, Robert A. Schwartz, Jakub Cieściński, Dorota Olszewska-Słonina, and Rafał Czajkowski. 2015. "Letter to the EditorPyoderma gangrenosum with monoclonal IgA gammopathy and pulmonary tuberculosis. Illustrative case and review". Advances in Dermatology and Allergology/Postępy Dermatologii i Alergologii 32 (2): 137-141. doi:10.5114/pdia.2014.40974. Harvard Romańska-Gocka, K., Cieścińska, C., Zegarska, B., Schwartz, R., Cieściński, J., Olszewska-Słonina, D., and Czajkowski, R. (2015). Letter to the EditorPyoderma gangrenosum with monoclonal IgA gammopathy and pulmonary tuberculosis. Illustrative case and review. Advances in Dermatology and Allergology/Postępy Dermatologii i Alergologii, 32(2), pp.137-141. https://doi.org/10.5114/pdia.2014.40974 MLA Romańska-Gocka, Krystyna et al. "Letter to the EditorPyoderma gangrenosum with monoclonal IgA gammopathy and pulmonary tuberculosis. Illustrative case and review." Advances in Dermatology and Allergology/Postępy Dermatologii i Alergologii, vol. 32, no. 2, 2015, pp. 137-141. doi:10.5114/pdia.2014.40974. Vancouver Romańska-Gocka K, Cieścińska C, Zegarska B, Schwartz R, Cieściński J, Olszewska-Słonina D et al. Letter to the EditorPyoderma gangrenosum with monoclonal IgA gammopathy and pulmonary tuberculosis. Illustrative case and review. Advances in Dermatology and Allergology/Postępy Dermatologii i Alergologii. 2015;32(2):137-141. doi:10.5114/pdia.2014.40974.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.005 | 0.003 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.002 | 0.003 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.009 | 0.005 |
| Insufficient payload (model declined to judge) | 0.004 | 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".