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Fundus fluorescein angiography in Susac’s syndrome

2017· editorial· en· W2747425848 on OpenAlexaboutno aff
Gavin L Reynolds, Kevin Talbot, Srilakshmi M. Sharma

Bibliographic record

VenuePractical Neurology · 2017
Typeeditorial
Languageen
FieldMedicine
TopicRetinal and Optic Conditions
Canadian institutionsnot available
Fundersnot available
KeywordsFundus fluorescein angiographyFluoresceinFluorescein angiographyOphthalmologyFundus (uterus)MedicineRetinalFluorescenceOptics

Abstract

fetched live from OpenAlex

A 41-year-old woman was diagnosed with Susac’s syndrome in 2012, having presented with confusion, headache, hearing loss and retinal arteriolar occlusions. Her MR scan of the brain showed several T2 hyperintensities in the corpus callosum and she was treated with cyclophosphamide. She was admitted 3 years later with a 4-week history of cognitive deterioration and visual loss, but with no new MR brain scan changes. Her Montreal Cognitive Assessment (MoCA) had fallen from a baseline of 22/30 to 16/30, while her Snellen central visual acuity had fallen from 6/6 bilaterally to 6/24 in the right eye and 6/36 in the left eye. Retinal photography and fundus fluorescein angiography showed bilateral, superotemporal branch retinal artery occlusions with macular ischaemia (figures 1 and 2). Figure 1 Colour retinal image of the right eye (Optomap) showing pallor and nerve fibre layer swelling due to retinal ischaemia within the distribution of the superotemporal …

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)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Case report · Consensus signal: Case report
GenreCandidate signal: Editorial · Consensus signal: Editorial
Teacher disagreement score0.010
Threshold uncertainty score0.009

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.001
Science and technology studies0.0010.001
Scholarly communication0.0020.001
Open science0.0010.001
Research integrity0.0100.004
Insufficient payload (model declined to judge)0.0020.001

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 head0.022
GPT teacher head0.348
Teacher spread0.326 · 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 designCase report
Domainnot available
GenreEditorial

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

Citations2
Published2017
Admission routes1
Has abstractyes

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