Bibliographic record
Abstract
This chapter presents an overview of Uveal cysts that may arise from the posterior iridal or ciliary body epithelium as a result of hereditary factors, cystic hyperplasia, and/or chronic inflammation. Uveal cysts may occur unilaterally or bilaterally and may vary significantly in both size and number. Commonly affected breeds include the Labrador Retriever, Golden Retriever, Boston terrier, Great Dane, and American Bulldog. The diagnosis of uveal cyst(s) is made on the basis of clinical findings, supported if necessary by B-mode ultrasonography. Occasionally, intracameral neoplasia may represent challenging differentials. The administration of systemic topical and/or anti-inflammatory agents may be indicated in cases affected by chronic intracameral inflammation. Surgical intervention may be indicated in cases where cystic proliferation results in visual impairment and/or compromised aqueous outflow. Where indicated, cysts may be removed by surgical extraction, surgical aspiration, and/or diode laser photoablation.
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.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".