Juvenile Idiopathic Arthritis-Associated Uveitis: Clinical Features and Complications, Risk Factors for Severe Course, and Visual Outcome
Bibliographic record
Abstract
Juvenile idiopathic arthritis (JIA) is the most common childhood rheumatic disease and the most prevalent systemic disorder in children with uveitis. The risk of developing uveitis is the greatest among patients with oligoarticular onset of disease. Clinical features of JIA-associated uveitis (JIAU) are nongranulomatous inflammation, anterior in location, insidious at onset, chronic course, and frequently asymptomatic in the absence of ocular structural complications. Uveitis in JIA can worsen over time with many sight-threatening complications, such as band keratopathy in the visual axis, posterior synechiae, cataract, secondary glaucoma, macular edema, hypotony, epiretinal membrane, and optic nerve edema. Different studies have pointed out that several factors are associated with poor prognosis, including young age at onset, male gender, short interval between diagnosis of arthritis and uveitis, severity of uveitis at onset, and antinuclear antibody (ANA) positivity. Although JIA associated-uveitis is still a serious blinding disease, we are at least able to identify the high-risk group.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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".