Acute anterior hypopyon uveitis after non-penetrating ocular trauma in a patient with ankylosing spondylitis and HLA-B27 positivity
Bibliographic record
Abstract
ENWEndNote BIBJabRef, Mendeley RISPapers, Reference Manager, RefWorks, Zotero AMA Garza Garza LA, Ramos-Davila EM, Ruiz-Lozano RE, Morales GO, Alvarez-Guzman C, Rodriguez-Garcia A. Acute anterior hypopyon uveitis after non-penetrating ocular trauma in a patient with ankylosing spondylitis and HLA-B27 positivity. Klinika Oczna / Acta Ophthalmologica Polonica. 2022. doi:10.5114/ko.2022.118872. APA Garza Garza, L. A., Ramos-Davila, E. M., Ruiz-Lozano, R. E., Morales, G. O., Alvarez-Guzman, C., & Rodriguez-Garcia, A. (2022). Acute anterior hypopyon uveitis after non-penetrating ocular trauma in a patient with ankylosing spondylitis and HLA-B27 positivity. Klinika Oczna / Acta Ophthalmologica Polonica. https://doi.org/10.5114/ko.2022.118872 Chicago Garza Garza, Lucas A, Eugenia M Ramos-Davila, Raul E Ruiz-Lozano, Gustavo O Morales, Carlos Alvarez-Guzman, and Alejandro Rodriguez-Garcia. 2022. "Acute anterior hypopyon uveitis after non-penetrating ocular trauma in a patient with ankylosing spondylitis and HLA-B27 positivity". Klinika Oczna / Acta Ophthalmologica Polonica. doi:10.5114/ko.2022.118872. Harvard Garza Garza, L., Ramos-Davila, E., Ruiz-Lozano, R., Morales, G., Alvarez-Guzman, C., and Rodriguez-Garcia, A. (2022). Acute anterior hypopyon uveitis after non-penetrating ocular trauma in a patient with ankylosing spondylitis and HLA-B27 positivity. Klinika Oczna / Acta Ophthalmologica Polonica. https://doi.org/10.5114/ko.2022.118872 MLA Garza Garza, Lucas et al. "Acute anterior hypopyon uveitis after non-penetrating ocular trauma in a patient with ankylosing spondylitis and HLA-B27 positivity." Klinika Oczna / Acta Ophthalmologica Polonica, 2022. doi:10.5114/ko.2022.118872. Vancouver Garza Garza L, Ramos-Davila E, Ruiz-Lozano R, Morales G, Alvarez-Guzman C, Rodriguez-Garcia A. Acute anterior hypopyon uveitis after non-penetrating ocular trauma in a patient with ankylosing spondylitis and HLA-B27 positivity. Klinika Oczna / Acta Ophthalmologica Polonica. 2022. doi:10.5114/ko.2022.118872.
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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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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".