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 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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.002 | 0.003 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.005 | 0.005 |
| Insufficient payload (model declined to judge) | 0.006 | 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 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".