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Record W2019490589 · doi:10.1097/iae.0b013e3182a2e6ee

FACTORS ASSOCIATED WITH OUTCOMES OF PNEUMATIC RETINOPEXY FOR RHEGMATOGENOUS RETINAL DETACHMENTS

2013· article· en· W2019490589 on OpenAlexaff
Marina Gilca, Renaud Duval, Émilie Goodyear, Sébastien Olivier, Ghassan Cordahi

Bibliographic record

VenueRetina · 2013
Typearticle
Languageen
FieldMedicine
TopicRetinal and Macular Surgery
Canadian institutionsUniversité de MontréalHôpital Maisonneuve-Rosemont
Fundersnot available
KeywordsMedicineRetinal detachmentVisual acuityTearsOphthalmologyEpiretinal membraneRetinalLogistic regressionProliferative vitreoretinopathySurgeryVitrectomyInternal medicine

Abstract

fetched live from OpenAlex

In Brief Background: To determine the factors associated with anatomical and visual outcomes, and complications when using pneumatic retinopexy in the management of rhegmatogenous retinal detachments. Methods: On a whole, 406 patients having undergone 422 primary pneumatic retinopexies for the management of rhegmatogenous retinal detachment at a tertiary care hospital, between January 2004 and December 2009, with a minimum follow-up of 3 months were included in this case series. Multivariate logistic regression was used to estimate associations of demographic and clinical factors with anatomical and visual outcomes. Results: The single operation success rate was 60.7%, and final anatomical success was 99.5%. Male gender and the presence of complications were associated with single operation failure, whereas age over 65 years, poor preoperative visual acuity, the presence of complications were associated with poorer visual outcomes. Better preoperative visual acuity and absence of complications were associated with obtaining both a good visual outcome and anatomical success after a single intervention. The most common complications included new or missed tears (16.3%), delayed subretinal fluid reabsorption (12.1%), and epiretinal membrane (10.2%). Conclusion: Several factors are associated with pneumatic retinopexy outcomes for rhegmatogenous retinal detachments. These factors should be taken into consideration when identifying patients who would benefit from pneumatic retinopexy and those who are at risk of requiring additional interventions. In this study, the single operation success rate of pneumatic retinopexy for rhegmatogenous retinal detachments was found to be 60.7%, and final anatomical success rate was 99.5%. Male gender, complications, older than 65 years, and preoperative visual acuity were some of the factors associated with worse outcomes. The most common complications were new/missed tears, delayed subretinal fluid reabsorption, and epiretinal membrane.

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)0.006
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 score0.002
Threshold uncertainty score0.006

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.006
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 integrity0.0000.001
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 head0.048
GPT teacher head0.281
Teacher spread0.232 · 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

Citations25
Published2013
Admission routes1
Has abstractyes

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