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Record W4307336129 · doi:10.21203/rs.3.rs-2123343/v1

A Randomized Controlled Trial Comparing Femtosecond-Enabled Deep Anterior Lamellar Keratoplasty and Standard Deep Anterior Lamellar Keratoplasty (FEDS Study)

2022· preprint· en· W4307336129 on OpenAlexaffabout
Nir Sorkin, Wendy Hatch, Michael Mimouni, Hall F. Chew, David S. Rootman, Allan R. Slomovic, Matthew C. Bujak, Clara C. Chan, Kevin E. Thorpe, Fei Zuo, Mauricio Perez, Vera Stiuso, Neera Singal

Bibliographic record

VenueResearch Square · 2022
Typepreprint
Languageen
FieldMedicine
TopicCorneal surgery and disorders
Canadian institutionsSunnybrook HospitalUniversity of Toronto
Fundersnot available
KeywordsLamellar structureOphthalmologyFemtosecondRandomized controlled trialMedicineMaterials scienceOpticsSurgeryPhysicsLaserMetallurgy

Abstract

fetched live from OpenAlex

Abstract Objectives To compare outcomes of femtosecond-enabled deep anterior lamellar keratoplasty (FE-DALK) and standard deep anterior lamellar keratoplasty (S-DALK). Methods An open-label, randomized controlled trial (Kensington Eye Institute, Toronto, Ontario, Canada) including 100 eyes of 97 participants with either keratoconus or corneal scarring, randomized to either FE-DALK (n = 48) or S-DALK (n = 49). Primary outcomes: postoperative astigmatism and surgically induced corneal astigmatism (SIA) – both at 15 months. Secondary outcomes: 6-, 12- and 15-month postoperative uncorrected- and best spectacle-corrected visual acuity, steep and flat keratometry, manifest sphere and astigmatism, rate of conversion to penetrating keratoplasty (PK), big-bubble success, central corneal thickness, endothelial cell count and complications. Results In intention-to-treat analysis, mean postoperative astigmatism in the FE-DALK (n = 30) and S-DALK (n = 30) groups at 15 months was 7.8±4.4 D and 6.3±5.0 D, respectively (p = 0.282) with an adjusted mean difference of 1.3 D (95% CI -1.08,+3.65). Mean SIA (arithmetic) was 9.2±7.8 and 8.8±5.4 D, respectively (p = 0.838) with a mean difference of 0.4 D (95% CI -3.13,+3.85). In an analysis of successful DALK cases only, mean postoperative astigmatism in the FE-DALK (n = 24) and S-DALK (n = 20) groups at 15 months (after excluding 4 eyes with AEs) was 7.3±4.4 and 6.2±4.9 D, respectively (p = 0.531) with an adjusted mean difference of 0.9 D (95% CI -1.94,+3.71). Mean SIA (arithmetic) was 9.1±7.8 and 7.9±4.6 D, respectively (p = 0.547) with a mean difference of 1.2 D (95% CI -2.70,+5.02). Comparison of secondary outcomes showed only weak statistical evidence. Conclusions In this randomized controlled trial, FE-DALK and S-DALK showed comparable functional and anatomical 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)0.004
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: Randomized trial · Consensus signal: Randomized trial
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.007
Threshold uncertainty score0.025

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.004
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0050.003
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0070.001

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.

Opus teacher head0.037
GPT teacher head0.360
Teacher spread0.323 · 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 designRandomized trial
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

Citations1
Published2022
Admission routes2
Has abstractyes

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