Interstitial granulomatous dermatitis: a characteristic histological pattern with variable clinical manifestations
Bibliographic record
Abstract
ENWEndNote BIBJabRef, Mendeley RISPapers, Reference Manager, RefWorks, Zotero AMA Błażewicz I, Szczerkowska-Dobosz A, Pęksa R, Stawczyk-Macieja M, Barańska-Rybak W, Nowicki R. Interstitial granulomatous dermatitis: a characteristic histological pattern with variable clinical manifestations. Advances in Dermatology and Allergology/Postępy Dermatologii i Alergologii. 2015;32(6):475-477. doi:10.5114/pdia.2015.48060. APA Błażewicz, I., Szczerkowska-Dobosz, A., Pęksa, R., Stawczyk-Macieja, M., Barańska-Rybak, W., & Nowicki, R. (2015). Interstitial granulomatous dermatitis: a characteristic histological pattern with variable clinical manifestations. Advances in Dermatology and Allergology/Postępy Dermatologii i Alergologii, 32(6), 475-477. https://doi.org/10.5114/pdia.2015.48060 Chicago Błażewicz, Izabela, Aneta Szczerkowska-Dobosz, Rafał Pęksa, Marta Stawczyk-Macieja, Wioletta Barańska-Rybak, and Roman Nowicki. 2015. "Interstitial granulomatous dermatitis: a characteristic histological pattern with variable clinical manifestations". Advances in Dermatology and Allergology/Postępy Dermatologii i Alergologii 32 (6): 475-477. doi:10.5114/pdia.2015.48060. Harvard Błażewicz, I., Szczerkowska-Dobosz, A., Pęksa, R., Stawczyk-Macieja, M., Barańska-Rybak, W., and Nowicki, R. (2015). Interstitial granulomatous dermatitis: a characteristic histological pattern with variable clinical manifestations. Advances in Dermatology and Allergology/Postępy Dermatologii i Alergologii, 32(6), pp.475-477. https://doi.org/10.5114/pdia.2015.48060 MLA Błażewicz, Izabela et al. "Interstitial granulomatous dermatitis: a characteristic histological pattern with variable clinical manifestations." Advances in Dermatology and Allergology/Postępy Dermatologii i Alergologii, vol. 32, no. 6, 2015, pp. 475-477. doi:10.5114/pdia.2015.48060. Vancouver Błażewicz I, Szczerkowska-Dobosz A, Pęksa R, Stawczyk-Macieja M, Barańska-Rybak W, Nowicki R. Interstitial granulomatous dermatitis: a characteristic histological pattern with variable clinical manifestations. Advances in Dermatology and Allergology/Postępy Dermatologii i Alergologii. 2015;32(6):475-477. doi:10.5114/pdia.2015.48060.
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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 | 0.002 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 0.002 |
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".