MétaCan
Menu
Back to cohort

Endophthalmitis Prophylaxis in Cataract Surgery: Overview of Current Practice Patterns Around the World

2017· review· en· W2573975014 on OpenAlexaffabout
Anders Behnding, Ravilla D. Ravindran, Harry W. Flynn, Nidhi Relhan, Julio C. Hernández‐Camarena, Jorge E. Valdez-García, Aída Jiménez-Corona, Enrique O Graue-Hernández, Fernando Pellegrino, Pablo Daponte, Evangelina Espósito, Nicolás Crim, Julio A. Urrets‐Zavalía, Boris Malyugin, Paul Roux, Sjakon G. Tahija, Rifna Lutfiamida, Mark Packer, Soosan Jacob, Wu Liu, Jay J. Meyer, Jonathon Q. Ng, Steve A. Arshinoff, Stephan Ong Tone, Kazuki Matsuura, Stephen G. Schwartz, Andrzej Grzybowski

Bibliographic record

VenueCurrent Pharmaceutical Design · 2017
Typereview
Languageen
FieldMedicine
TopicOcular Infections and Treatments
Canadian institutionsUniversity of Toronto
FundersNational Eye Institute
KeywordsEndophthalmitisMedicineCefuroximeCataract surgeryAntibioticsAntibiotic prophylaxisSurgeryOphthalmologyRandomized controlled trial

Abstract

fetched live from OpenAlex

BACKGROUND: Acute-onset postoperative endophthalmitis after cataract surgery remains a rare but important cause of visual loss. There is no global consensus regarding the optimal strategies for prophylaxis of endophthalmitis and practices vary substantially around the world, especially with respect to the use of intracameral antibiotics. The European Society of Cataract & Refractive Surgeons in a randomized clinical trial (2007) reported an approximately 5-fold reduction in endophthalmitis rates associated with the use of intracameral cefuroxime. Despite this report, the use of intracameral antibiotics has not been universally adopted. METHODS: Various endophthalmitis prophylaxis patterns around the world (including the United States, Canada, Australia/New Zealand, Japan, China, India, Indonesia, South Africa, Argentina, Russia, Sweden and Mexico) are compared. Each contributing author was asked to provide similar information, including endophthalmitis rates based on published studies, current practice patterns, and in some cases original survey data. Various methods were used to obtain this information, including literature reviews, expert commentary, and some new survey data not previously published. RESULTS: Many different practice patterns were reported from around the world, specifically with respect to the use of intracameral antibiotics. CONCLUSION: There is no worldwide consensus regarding endophthalmitis prophylaxis with 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)0.005
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.005
Threshold uncertainty score0.011

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.005
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0050.007
Science and technology studies0.0000.001
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.001
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 head0.618
GPT teacher head0.566
Teacher spread0.052 · 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 designSystematic review
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

Citations44
Published2017
Admission routes2
Has abstractyes

Explore more

Same venueCurrent Pharmaceutical DesignSame topicOcular Infections and TreatmentsFrench-language works237,207