The Influence of Uveitis on Patients with Immune-Mediated Inflammatory Disease
Bibliographic record
Abstract
Uveitis, defined as an intraocular inflammatory disease, is one of the main causes of visual impairment in the working-age population. The condition often coexists with other immune-mediated inflammatory diseases (IMID) and greatly contributes to reduced quality of life (QOL) in affected individuals. While visual acuity remains the most commonly used measure of visual function in patients with uveitis, the US National Eye Institute Visual Function Questionnaire is frequently used to assess their health-related QOL. However, despite intuition that coexisting uveitis might exaggerate already impaired QOL in patients with IMID, specific questions related to their visual functioning are rarely included in clinical trials or assessed in daily practice. We provide an overview of the occurrence and significance of uveitis in patients with IMID, its consequences, and the role of tumor necrosis factor-α inhibitors in overall treatment approaches.
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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 | 0.001 |
| 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) | 0.002 | 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".