Spectral domain optical coherence tomography used to view and quantify choroidal vascular congestion in new subretinal fluid following encircling scleral buckling
Bibliographic record
Abstract
Known complications of scleral buckling surgery for primary rhegmatogenous retinal detachment include choroidal detachment, vortex vein compression and anterior segment ischemia. Post-operative persistent subretinal fluid following scleral buckling surgery is thought to occur in as many as 55% of cases. Likely mechanisms include impaired retinal pigment epithelium (RPE) function, altered subretinal fluid composition, choroidal ischemia, incomplete drainage of subretinal fluid and altered choroidal blood flow. Indocyanine green (ICG) angiography, laser Doppler velocimetry and scanning laser Doppler flowmetry have showed altered choroidal blood flow, pulsatile ocular blood flow and choroidal venous drainage after scleral buckling.
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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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 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 | 0.001 |
| 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".