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Record W4415643744 · doi:10.1080/13816810.2025.2576783

Diffuse corneal haze: a rare presentation of fish-eye disease

2025· article· en· W4415643744 on OpenAlexaff
Brandon Huynh, Gurkaran S. Sarohia, Matthew D. Benson, Khaliq Kurji

Bibliographic record

VenueOphthalmic Genetics · 2025
Typearticle
Languageen
FieldMedicine
TopicCorneal Surgery and Treatments
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsPresentation (obstetrics)DiseaseDifferential diagnosisCorneal diseaseCorneal DiseasesInterrogation

Abstract

fetched live from OpenAlex

Introduction Fish-eye disease (FED) is a rare, autosomal recessive genetic disorder that can present at any age, from as early as the second decade of life to late adulthood. The hallmark clinical manifestation of FED is dyslipidemia and slowly progressive bilateral corneal opacification, which can impair vision quality due to highly elevated straylight. Here, we report the ophthalmic findings observed in FED by presenting a case that had been misdiagnosed for years until genetic testing was performed.Methods Case report.Results A 50-year-old patient presented with a 30-year history of subnormalvision, which had progressively worsened over the past two years, accompanied by intermittent episodes of bilateral ocular dryness. Ophthalmic examination revealed diffuse corneal haze despiterelatively well-preserved visual acuity. Anterior segment-opticalcoherence tomography (AS-OCT) imaging showed multiple areas of hyperreflective opacities bilaterally throughout the corneal stroma. A lipid panel revealed very low plasma high-density lipoproteincholesterol (HDL-C) levels. Subsequent genetic testing provided an explanation, identifying two novel variants in the LCAT gene, c.840_862dup, p.(Val288Alafs *130) and c.115A > T, p(Lys39*).Conclusion Ultimately, FED should be considered in the differential diagnosis of corneal clouding combined with low plasma HDL-C, which can be investigated using AS-OCT and confirmed through genetic interrogation of the LCAT gene.

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Case report · Consensus signal: Case report
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.002
Threshold uncertainty score0.006

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.001
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0020.001
Insufficient payload (model declined to judge)0.0020.000

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.

Opus teacher head0.022
GPT teacher head0.306
Teacher spread0.284 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designCase report
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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