Bibliographic record
Abstract
Background and Objectives
 A chalazion, also known as a stye, is a common and chronic inflammatory problem of the eyelids where one or more Meibomian glands are blocked. Previous studies have shown that a chalazion is a sign of Meibomian Gland Dysfunction (MGD) and evaporative dry eye disease. The prevalence of chalazia in the pediatric population has recently been noted. In this report, we will describe two pediatric cases of chalazion that are associated with MGD and related dry eye disease. 
 Methods
 This is a case report of non-genetically related 7-year-old and 16-year-old patients as they were each seen for newly developed chalazia.
 Results
 External exam in both patients showed chalazia, waxy plugs and poor Meibomian gland expression. Meibography showed shorten, truncated, and dilated Meibomian glands with rapid tear break-up times leading to the diagnosis of evaporative dry eye disease due to MGD.
 Conclusion
 These cases serve to confirm an increase in the prevalence of MGD in the pediatric population and to emphasize the need for early screening for dry eye disease. 
 Key Words: Chalazion - Meibomian gland dysfunction - Pediatric Dry Eye Disease
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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 | 0.000 | 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 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".