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Record W2409418310 · doi:10.3928/1081-597x-20010302-22

Comparison of Laser in situ Keratomileusis Outcomes With the Nidek EC-5000 and LSX LaserSight Excimer Lasers

2001· article· en· W2409418310 on OpenAlexaff
Mohan Merchea, Al Tokarewicz

Bibliographic record

VenueJournal of Refractive Surgery · 2001
Typearticle
Languageen
FieldMedicine
TopicCorneal surgery and disorders
Canadian institutionsWestern University
Fundersnot available
KeywordsKeratomileusisLASIKLaserExcimer laserAstigmatismOphthalmologyExcimerMedicineMaterials scienceOpticsOptometryPhysics

Abstract

fetched live from OpenAlex

PURPOSE: To report the results of laser in situ keratomileusis (LASIK) for myopia with and without astigmatism using the Nidek EC-5000 and LaserSight LSX excimer laser systems. METHODS: A retrospective analysis of refractive outcomes with each laser was conducted. Approximately 2,900 myopic and astigmatic treatments up to -10.00 D (spherical equivalent refraction) were analyzed using refractive outcomes analysis software. RESULTS: At 6 months postoperatively, 78% of patients treated with the Nidek EC-5000 laser and 53% of patients treated with the LaserSight LSX laser were within +/-0.50 D of the intended correction. CONCLUSION: A difference in safety, stability, and efficacy of LASIK was found that favored the Nidek EC-5000 excimer laser.

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)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Non-randomized trial · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.001
Threshold uncertainty score0.006

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.028
GPT teacher head0.313
Teacher spread0.285 · 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 designNon-randomized 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

Citations3
Published2001
Admission routes1
Has abstractyes

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