What is Occluding Our Understanding of Retinal Vein Occlusion?
Bibliographic record
Abstract
Retinal vein occlusion (RVO) remains a significant cause of visual impairment and is the second most common retinovascular disease after diabetic retinopathy [ 1 , 2 ]. Although the exact etiology remains elusive, RVO is thought to occur because of thrombus formation occluding the central, hemi-retinal, or branch retinal vein restricting normal blood flow and typically results in sudden, painless vision loss in the affected eye [ 1 , 2 , 3 , 4 , 5 ]. Despite first being described in the nineteenth century [ 1 ], and the advances in diagnostic modalities and novel therapies since, large gaps persist in our understanding of the pathophysiology and optimal management of RVO. Hence, the patient journey for RVO is not well defined [ 3 , 5 ].
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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) | 0.001 | 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 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".