Paraneoplastic optic disc oedema and retinal periphlebitis associated with pineal germinoma
Bibliographic record
Abstract
The present study demonstrates a clear inverse correlation between age and the severity of acute hydrops, as well as the likelihood of developing neovascularisation after its resolution.This correlation could be explained on the basis of severity of allergy and rubbing or other reasons related to structural differences in developing corneas such as variations in the distribution and orientation of proteoglycan glycosaminoglycans complexes with time.6 Like previous reports of neovascularisation following involvement of hydrops near the limbal arcades, 4 the use of topical steroids was ineffective in preventing neovascularisation in our three cases.Topical cyclosporine A may play a role in suppressing the development of corneal neovascularisation 7 and should be evaluated prospectively, along with a more aggressive regimen of intensive topical corticosteroids, in a clinical trial of treatment of severe hydrops that extends within 1 mm of the limbal vascular arcades.
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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 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.004 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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".