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Bimanual microincisional phacoemulsification: the future of cataract surgery?

2005· review· en· W2064131392 on OpenAlexaff
Tania Paul, Rosa Braga-Mele

Bibliographic record

VenueCurrent Opinion in Ophthalmology · 2005
Typereview
Languageen
FieldMedicine
TopicIntraocular Surgery and Lenses
Canadian institutionsMount Sinai HospitalUniversity of Toronto
Fundersnot available
KeywordsMedicinePhacoemulsificationOphthalmologyCataract surgeryOptometryVisual acuity

Abstract

fetched live from OpenAlex

PURPOSE OF REVIEW: Bimanual microincisional cataract surgery has recently become a procedure of interest among cataract surgeons, and a number of trials have shown its potential as a minimally invasive cataract surgery. The purpose of this review is to examine the studies that have been published to date and to evaluate the potential of bimanual phacoemulsification as a method of cataract extraction. RECENT FINDINGS: Recent studies have reinforced the safety of bimanual phacoemulsification. In particular, recently published studies have focused on evaluating various phacoemulsification technologies and their safety when used in bimanual phacoemulsification. Newly developed rollable hydrophilic acrylic ThinOptX lenses have been shown to be implantable in 2.2-mm incisions safely with good visual outcomes. SUMMARY: Bimanual phacoemulsification has been a potential technique for a number of years, but only recently have the technology, software, and technique advanced sufficiently to make bimanual phacoemulsification a feasible method of cataract extraction. Although the main disadvantage to bimanual phacoemulsification remains the lack of intraocular lenses that can fit through microincisions, necessitating the enlargement of corneal wounds for intraocular lens implantation, bimanual phacoemulsification has a number of advantages over traditional small-incision phacoemulsification. Theses advantages have been a source of interest for cataract surgeons and surgical companies who are now developing technologies that will permit the performance of truly microincisional cataract surgery.

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)0.002
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: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.004
Threshold uncertainty score0.014

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.004
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0030.002
Bibliometrics0.0030.003
Science and technology studies0.0000.001
Scholarly communication0.0020.003
Open science0.0010.001
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0040.001

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 head0.165
GPT teacher head0.450
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 designNot applicable
Domainnot available
GenreReview

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

Citations53
Published2005
Admission routes1
Has abstractyes

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