Macular abnormalities in retinitis pigmentosa. Management and treatment
Bibliographic record
Abstract
Aim: To review the current state of knowledge on macular in retinitis pigmentosa, current treatment methods and management. Material and methods: Analysis of literature available on PubMed. Presentation of own treatment results.Results: Macular lesions occur in 11.5% to 59.7% of patients with pigmentary degeneration.The most commonly observed macular abnormalities include cystoid macular edema, epiretinal membranes, vitreomacular traction syndrome, and full-thickness macular holes.In conservative treatment, topical carbonic anhydrase inhibitors and steroids are the most effective.The best surgical treatment outcomes have been obtained for macular holes.Conservative and surgical treatment outcomes vary and depend on the stage of retinitis pigmentosa.Conclusions: Macular abnormalities are often observed in patients with retinitis pigmentosa.Carbonic anhydrase blockers and steroids can be effective in treating cystoid macular edema.Surgical treatment can improve macular morphology but improvement in visual function is limited due to long-term retinal dysfunction and progression of the underlying disease.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.006 | 0.003 |
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".