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Record W7018448050

Contrast Sensitivity Changes in Center Involving Diabetic Macular Edema Treated with Aflibercept

2021· article· en· W7018448050 on OpenAlexaboutno aff

Bibliographic record

VenueDOAJ (DOAJ: Directory of Open Access Journals) · 2021
Typearticle
Languageen
FieldMedicine
TopicRetinal Diseases and Treatments
Canadian institutionsnot available
Fundersnot available
KeywordsAfliberceptVisual acuityDiabetic macular edemaContrast (vision)RetinalDiabetic retinopathyMacular edema
DOInot available

Abstract

fetched live from OpenAlex

Donald R Nixon,1 Nicholas Flinn,2 Claudia Enderlein3 1Department of Surgery Northern Ontario School of Medicine Nosm, Sudbury, Ontario, P3E 2C6, Canada; 2Trimed Eye Centre Barrie Ontario, Barrie, Ontario, L4M 4S5, Canada; 3Trillium Health Partners, Mississauga, Ontario, L5B 1B8, CanadaCorrespondence: Donald R Nixon Email Trimedeyedoc@gmail.comPurpose: To characterize the changes in contrast sensitivity (CS) and retinal anatomy in patients with center involving diabetic macular edema (CDME) measured from baseline to post-loading doses of aflibercept.Patients and Methods: This single center, prospective, open-label, non-controlled evaluation of five aflibercept intravitreal injections for treatment of CDME over a 16-week period. One eye in each of the forty patients will receive aflibercept every 4 weeks. Subject testing includes measurements of central retinal thickness (CRT), best corrected visual acuity (BCVA), Pelli–Robson (PR) CS, and CamBlobs (CB) CS at 20 weeks post baseline.Results: A total of 40 eyes from 40 patients with CDME were analyzed. The mean age was 62.9 ± 10.6 years and 55% were male. At baseline, CRT was 365 ± 94.6μm with logMAR BCVA 0.25± 0.20. CS PR at baseline was 1.46± 0.13 logCS compared to the normal population 1.79± 0.10 logCS (P=< 0.01), and the CS CB was 1.55± 0.16 logCS compared to 1.92± 0.08 logCS in the normal population (P=< 0.01). At the completion of the study, CRT was decreased to 289 ± 43.7μm (P=< 0.001), and the logMAR BCVA improved to 0.18± 0.02 (P=< 0.05). At the same point the CS PR was 1.52± 0.16 and CS CB was 1.62± 0.16 logCS. At the end of the study 85% of eyes obtained BCVA of 0.3 logMAR or better. There was a reduction from baseline of 82.5% to 57.5% in the number of patients that had a CS that was two standard deviations below the mean. The greatest improvement in CS was associated with those patients that had the greatest reduction in CRT.Conclusion: CS impairment in patients with CDME is significant. Although treatment can be associated with improvement, there still remains a group with decreased CS that could impact activities of daily living. Earlier intervention using reduction in CS as a metric may be associated with reduced residual deficit associated with treatment.Keywords: contrast sensitivity, residual deficit, functional impairment

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)0.001
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 score0.001
Threshold uncertainty score0.003

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
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 head0.135
GPT teacher head0.486
Teacher spread0.351 · 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

Citations0
Published2021
Admission routes1
Has abstractyes

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