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Record W4417211575 · doi:10.1097/ico.0000000000004051

Current Practice Patterns for Endothelial Keratoplasty: A Survey of Corneal Surgeons

2025· article· en· W4417211575 on OpenAlexaffabout
Ae Ra Kee, Dana Barequet, Marcela Huertas-Bello, Noa Kapelushnik, Shaikhah Abohaimed, Joshua C. Teichman

Bibliographic record

VenueCornea · 2025
Typearticle
Languageen
FieldMedicine
TopicCorneal surgery and disorders
Canadian institutionsPrism Eye InstituteTrillium Health CentreUniversity of Toronto
Fundersnot available
KeywordsCurrent (fluid)Clinical PracticeMEDLINECorneal transplantationKeratoconus

Abstract

fetched live from OpenAlex

PURPOSE: To investigate current practice patterns among corneal specialists performing Descemet stripping automated endothelial keratoplasty (DSAEK) and Descemet membrane endothelial keratoplasty (DMEK). METHODS: An online questionnaire was distributed via the Canadian Ophthalmological Society and Kera-net (Cornea Society listserv) for the period from March to May 2025. The survey collected data on demographics, clinical practice, and intra/postoperative management strategies related to DSAEK and DMEK, including use of perioperative assistive techniques, tamponade strategies, postoperative positioning, and follow-up protocols. RESULTS: There were 70 respondents. All performed DSAEK while 82.9% performed DMEK. Most had over 5-year experience with DSAEK (85.7%) and DMEK (77.6%). Donor tissue marking was common (82.5% for DMEK; 72.9% for DSAEK), as were peripheral iridotomy/iridectomy (70.2% for DMEK; 37.1% for DSAEK), and intra/postoperative dilation (45.6% for DMEK; 61.4% for DSAEK). Intraoperative anterior segment optical coherence tomography was used by 15.8% (DMEK) and 12.9% (DSAEK) of respondents. Sulfur hexafluoride (SF6) gas is the preferred tamponade agent for routine DMEK (55.2%) but less so for DSAEK (7.1%). Intraoperative tamponade was more frequent in DSAEK (90.0%) than DMEK (67.2%). Full/near-full air/gas fills were left in 42.9% of routine DSAEK and 50.0% of DMEK. Same-day postoperative review was performed by 74.1% (DMEK) and 67.2% (DSAEK). Many surgeons discharged routine cases from corneal services by postoperative year 1 (53.4% for DMEK; 51.4% for DSAEK). CONCLUSIONS: This study sheds insights into the current endothelial keratoplasty practices among corneal specialists. Further research is needed to examine how these technique variations correlate with 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)0.001
metaresearch head score (Gemma)0.004
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 score0.018
Threshold uncertainty score0.036

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
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 head0.038
GPT teacher head0.340
Teacher spread0.302 · 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

Citations0
Published2025
Admission routes2
Has abstractyes

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