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Record W4401305525 · doi:10.1016/j.jcjo.2024.07.010

Inferior vitreous pathology imaged with ultra-wide-field OCT following pneumatic retinopexy

2024· article· en· W4401305525 on OpenAlexaffvenue
Isabela Martins Melo, David T. Wong, Rajeev H. Muni

Bibliographic record

VenueCanadian Journal of Ophthalmology · 2024
Typearticle
Languageen
FieldMedicine
TopicRetinal and Macular Surgery
Canadian institutionsKensington HealthUniversity of TorontoSt. Michael's Hospital
Fundersnot available
KeywordsOphthalmologyMedicineMaterials sciencePathology

Abstract

fetched live from OpenAlex

Classical teaching suggests that a gas bubble in a vitreous-filled eye can cause inferior traction with the formation of new retinal breaks. We demonstrate that the morphology of the inferior vitreous could remain unchanged following pneumatic retinopexy (PnR). Baseline fundus image demonstrating a superior localized rhegmatogenous retinal detachment (Fig. 1A) and an ultra-widefield optical coherence tomography (UWF-OCT) scan through inferior areas of lattice with prominent vitreous traction (Fig. 1B). Seven days following PnR with gas in the eye (Fig. 1C), a follow-up UWF-OCT scan at the same location demonstrates no substantial change to the inferior vitreous traction (Fig. 1D), possibly suggesting no detriment from the gas in this case. Prospective studies with a larger sample size are needed to confirm the impact of gas on inferior vitreous pathology in PnR. Isabela Martins Melo: Writing – review & editing, Writing – original draft, Data curation. David T. Wong: Writing – review & editing, Validation, Supervision, Conceptualization. Rajeev H. Muni: Writing – review & editing, Validation, Supervision, Resources, Conceptualization. The authors have no proprietary or commercial interest in any materials discussed in this photo essay. Acknowledgment: We confirm that informed consent was obtained, and this work has been carried out in accordance with the Declaration of Helsinki. We confirm that all authors have approved the final article and its order of authorship.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Case report · Consensus signal: Case report
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.102
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.014
GPT teacher head0.266
Teacher spread0.252 · 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 teacher head, not a consensus.

Study designCase report
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
Published2024
Admission routes2
Has abstractyes

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