Iatrogenic glaucoma therapy failure: the adverse effects of topical antiglaucoma medication treatment outcome
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Glaucoma, a group of eye diseases that share a characteristic pattern of deterioration of the optic nerve, is a leading cause of blindness internationally. The treatment options for this optic neuropathy continue to remain limited considering that patients may become refractory to either medical therapy or surgical intervention. The initial treatment of choice for most ophthalmologists is topical medical therapy. The goal of medical therapy is to reduce the intraocular pressures in an effort to either halt or slow the progressive deterioration of the optic nerve. However, topical therapy causes a spectrum of cellular responses that may lead to chronic conjunctivitis after the use of multimedication and/or long-term therapy. This chronic conjunctivitis may not only lead to intolerance to therapy, but is also attributed to a significant proportion of trabeculectomy failures due to scarring of the bleb. Since incisional surgery is a primary option for long-term management of glaucoma, particularly those patients with end-stage disease, it is important to investigate the presence of topical drug- mediated inflammation and its effects on further surgical failure.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| 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 it