Impression cytology implicates cell autophagy in aqueous deficiency dry eye
Bibliographic record
Abstract
PURPOSE: Impression cytology in combination with a cell autophagy marker was used to demonstrate the utility of a novel frozen section technique, to assess the health of the ocular surface, as well as to correlate autophagic cell death with the commonly used clinical tests for dry eye. METHODS: Female patients over the age of 18 years who attended an outpatient ophthalmology clinic were invited to participate. Schirmer's test, tear film break-up time and the ocular surface disease index questionnaire were used as objective and subjective clinical tests for dry eye. The cellular biomarker microtubule-associated protein light chain 3 (LC3) was used as a marker of autophagic cell death. RESULTS: Low LC3 nuclear staining was positively correlated with Schirmer's test <10 mm. No correlation was found between other clinical tests for dry eye. CONCLUSION: This study demonstrates a positive linear relationship between Schirmer's testing and LC3. There is a lack of correlation between the commonly used diagnostics tests for dry eye, highlighting our incomplete understanding and assessment of dry eye.
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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 | 0.001 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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 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".