Analysis of full-field electroretinography parameters and potential for monitoring functional retinal deterioration in unilateral retinal vasculitis
Bibliographic record
Abstract
To elucidate changes of full-field electroretinography (ffERG) tests in active unilateral retinal vasculitis, using the unaffected fellow eye as an internal control. Despite no significant differences in best corrected visual acuity (p=0.100) or central subfield macular thickness (p=0.084) at baseline, ffERG showed significant reductions in five of eight amplitudes (i.e. DA10 a-wave, p<0.001) and delays in six of eight implicit times (i.e. light-adapted Flicker, p=0.002). At follow-up ffERG, following management for retinal vasculitis, the implicit times normalised, coinciding with inflammation reduction. However, the amplitude reductions persisted. In ffERG, the implicit time might be a sensitive biomarker for retinal vasculitis activity and the amplitude might be one for permanent functional loss.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".