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Record W4248399183 · doi:10.1139/i07-030

Indications for penetrating keratoplasty in a tertiary referral centre in Canada, 1996-2004

2007· article· en· W4248399183 on OpenAlexvenueaboutno aff
Stephen J. Dorrepaal, Kathy Y. Cao, Allan R. Slomovic

Bibliographic record

VenueCanadian Journal of Ophthalmology · 2007
Typearticle
Languageen
FieldMedicine
TopicRetinal and Optic Conditions
Canadian institutionsnot available
Fundersnot available
KeywordsTertiary referral centreOptometryReferralMedicineOphthalmologyFamily medicineSurgery

Abstract

fetched live from OpenAlex

BACKGROUND: The leading indications for penetrating keratoplasty (PKP) have changed over recent years. This study examined the leading indications for PKP and their trends, comparing these with recently published data from other studies, including a report from our centre examining indications from 1986 through 1995. METHODS: A retrospective chart review was conducted of all patients who underwent PKP in a single practice at the University Health Network, Toronto Western Hospital, between July 1, 1996, and June 30, 2004. RESULTS: A total of 617 patients underwent 794 PKP operations during the 8-year study period. Sufficient documentation was available to include 777 surgeries from 600 patients in this study. Specific indications for PKP were reported and grouped into 16 categories. The leading indication categories for PKP were regraft (209 cases, 26.9%), pseudophakic bullous keratopathy (PBK) (193 cases, 24.8%), primary corneal endotheliopathies including Fuchs' endothelial dystrophy (101 cases, 13.0%), anterior keratoconus (93 cases, 12.0%), and viral or postviral causes (41 cases, 5.3%). Regraft, keratoconus, and Fuchs' endothelial dystrophy each displayed a nonsignificant decreasing trend from 1996 to 2004, and PBK, herpes simplex virus, and mechanical trauma each displayed a nonsignificant increasing trend (p > 0.05 for all). INTERPRETATION: Regraft was the leading indication for PKP at our centre, followed by PBK; these findings were in agreement with data reported in recent literature. The frequency of regraft had increased since a previous study from our centre (1986-1995), and the frequency of PBK had decreased.

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: Empirical · Consensus signal: Empirical
Teacher disagreement score0.036
Threshold uncertainty score0.264

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.004
Science and technology studies0.0030.001
Scholarly communication0.0010.000
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.020
GPT teacher head0.278
Teacher spread0.258 · 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
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

Citations17
Published2007
Admission routes2
Has abstractno

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