Anaphylaxis by antihistamine containing bovine gelatin: the utility of the basophil activation test in the diagnostic work-up
Bibliographic record
Abstract
ENWEndNote BIBJabRef, Mendeley RISPapers, Reference Manager, RefWorks, Zotero AMA Nucera E, Colagiovanni A, Mezzacappa S, et al. Anaphylaxis by antihistamine containing bovine gelatin: the utility of the basophil activation test in the diagnostic work-up. Advances in Dermatology and Allergology/Postępy Dermatologii i Alergologii. 2017;34(3):279-280. doi:10.5114/ada.2017.67851. APA Nucera, E., Colagiovanni, A., Mezzacappa, S., Buonomo, A., Aruanno, A., & Rizzi, A. et al. (2017). Anaphylaxis by antihistamine containing bovine gelatin: the utility of the basophil activation test in the diagnostic work-up. Advances in Dermatology and Allergology/Postępy Dermatologii i Alergologii, 34(3), 279-280. https://doi.org/10.5114/ada.2017.67851 Chicago Nucera, Eleonora, Amira Colagiovanni, Simona Mezzacappa, Alessandro Buonomo, Arianna Aruanno, Angela Rizzi, and Domenico Schiavino. 2017. "Anaphylaxis by antihistamine containing bovine gelatin: the utility of the basophil activation test in the diagnostic work-up". Advances in Dermatology and Allergology/Postępy Dermatologii i Alergologii 34 (3): 279-280. doi:10.5114/ada.2017.67851. Harvard Nucera, E., Colagiovanni, A., Mezzacappa, S., Buonomo, A., Aruanno, A., Rizzi, A., and Schiavino, D. (2017). Anaphylaxis by antihistamine containing bovine gelatin: the utility of the basophil activation test in the diagnostic work-up. Advances in Dermatology and Allergology/Postępy Dermatologii i Alergologii, 34(3), pp.279-280. https://doi.org/10.5114/ada.2017.67851 MLA Nucera, Eleonora et al. "Anaphylaxis by antihistamine containing bovine gelatin: the utility of the basophil activation test in the diagnostic work-up." Advances in Dermatology and Allergology/Postępy Dermatologii i Alergologii, vol. 34, no. 3, 2017, pp. 279-280. doi:10.5114/ada.2017.67851. Vancouver Nucera E, Colagiovanni A, Mezzacappa S, Buonomo A, Aruanno A, Rizzi A et al. Anaphylaxis by antihistamine containing bovine gelatin: the utility of the basophil activation test in the diagnostic work-up. Advances in Dermatology and Allergology/Postępy Dermatologii i Alergologii. 2017;34(3):279-280. doi:10.5114/ada.2017.67851.
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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 | 0.007 | 0.019 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.017 | 0.018 |
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".