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Record W4231526207 · doi:10.1016/s0886-3350(03)00052-x

Simultaneous bilateral cataract surgery

2003· article· en· W4231526207 on OpenAlexaffabout
Steve A. Arshinoff, Yi Ning J. Strube, Ronit Yagev

Bibliographic record

VenueJournal of Cataract & Refractive Surgery · 2003
Typearticle
Languageen
FieldMedicine
TopicIntraocular Surgery and Lenses
Canadian institutionsHumber River Regional HospitalUniversity of Toronto
Fundersnot available
KeywordsMedicinePhacoemulsificationCataract surgerySurgeryVisual acuityIntraocular lensRefractive errorRetrospective cohort studyOphthalmology

Abstract

fetched live from OpenAlex

PURPOSE: To evaluate the safety and outcomes of simultaneous bilateral cataract surgery (SBCS). SETTING: York Finch Eye Associates and Humber River Regional Hospital, Toronto, Ontario, Canada. METHODS: This retrospective study reviewed the results of 1020 consecutive patients (2040 eyes) who had SBCS by endolenticular phacoemulsification through a clear corneal incision on the corneal steep axis with foldable posterior chamber intraocular lens implantation. The surgeries were performed by the same surgeon from January 1996 to January 2002 as 2 consecutive independent procedures under topical and intracameral anesthesia. Outcome measures included intraoperative and postoperative complications, postoperative uncorrected and best spectacle-corrected visual acuities, refractive error, and patient satisfaction. RESULTS: Complications were few and would not likely have been prevented had the surgery been performed monocularly. CONCLUSIONS: Simultaneous bilateral cataract surgery did not lead to an increased incidence of intraoperative or postoperative complications. The visual acuity results were good, and the patients were pleased. No complications were observed that could be attributed to the procedures being done bilaterally.

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 score0.005
Threshold uncertainty score0.016

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0050.000

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 head0.021
GPT teacher head0.274
Teacher spread0.253 · 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

Citations94
Published2003
Admission routes2
Has abstractyes

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