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Record W3014864841 · doi:10.1097/ico.0000000000002306

Candida Keratitis: Epidemiology, Management, and Clinical Outcomes

2020· article· en· W3014864841 on OpenAlexaffabout
Grace L. Qiao, Jennifer Ling, Titus Wong, Sonia N. Yeung, Alfonso Iovieno

Bibliographic record

VenueCornea · 2020
Typearticle
Languageen
FieldMedicine
TopicOcular Infections and Treatments
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsKeratitisMedicineCandida albicansFungal keratitisContact lensEnucleationEpidemiologyVisual acuityRetrospective cohort studyDermatologyOphthalmologySurgeryInternal medicineMicrobiologyBiology

Abstract

fetched live from OpenAlex

PURPOSE: To examine the epidemiological characteristics, trends, risk factors, management strategies, and clinical outcomes of Candida albicans and non-albicans keratitis over a 15-year period in a tertiary Canadian eye center. METHODS: In a retrospective observational case series of Candida keratitis from 2003 to 2017, demographics, risk factors, corrected distance visual acuity (CDVA) at initial and final consultations, medical and surgical management, and follow-up duration were recorded. RESULTS: Twenty-one cases of Candida keratitis were identified (62.5% of total fungal keratitis; 10 C. albicans and 11 non-albicans). The most commonly associated risk factors were topical steroid use (16 patients, 76%), ocular surface disease (15 patients, 71%), contact lens use (11 patients, 52%), and previous corneal surgery (8 patients, 38%); all patients had 2 or more combined risk factors. The number of patients with a visual acuity of 20/200 or better remained the same before and after the treatment (5/21, 24%). The mean duration of the antifungal treatment was 98 ± 126 days. Sixteen patients ultimately required surgical management (76%; 12 therapeutic keratoplasties, 3 enucleation, and 1 optical keratoplasty). When comparing C. albicans with non-albicans keratitis, we found no difference in presenting visual acuity, final visual acuity, or requirement for surgical management. CONCLUSIONS: Candida keratitis accounts for the most identified fungal keratitis cases in this temperate climate area. An exposure to multiple risk factors appears necessary. A surgical intervention is required for the resolution of most cases. Different subspecies of Candida ultimately resulted in similar clinical outcomes.

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)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Review · Consensus signal: none
Teacher disagreement score0.315
Threshold uncertainty score0.626

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.101
GPT teacher head0.389
Teacher spread0.289 · 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 designObservational
Domainnot available
GenreReview

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

Citations52
Published2020
Admission routes2
Has abstractyes

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