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Record W2409507336 · doi:10.3928/15428877-20070701-07

Imaging Through Opaque Corneas Using Anterior Segment Optical Coherence Tomography

2007· article· en· W2409507336 on OpenAlexaboutno aff
J.P. S. Garcia, Patricia Garcia, Douglas Buxton, Anthony Panarelli, Richard B. Rosen

Bibliographic record

VenueOphthalmic surgery, lasers & imaging retina · 2007
Typearticle
Languageen
FieldMedicine
TopicCorneal surgery and disorders
Canadian institutionsnot available
Fundersnot available
KeywordsOptical coherence tomographyOpacityCoherence (philosophical gambling strategy)TomographyOpticsOptometryOphthalmologyMedicinePhysics

Abstract

fetched live from OpenAlex

<h4>BACKGROUND AND OBJECTIVE</h4> <p>To investigate the capability of the prototype AC Cornea OCT (Ophthalmic Technologies Inc., Toronto, Ontario, Canada) for imaging eyes with opaque corneas.</p> <h4>PATIENTS AND METHODS</h4> <p>More than 50 eyes of patients were included in the study.</p> <h4>RESULTS</h4> <p>The density of opacification influenced the ability of OCT to reveal anterior segment details. Imaging was limited by shadows cast by abnormal pigmentation or vascularity within the cornea. However, the system’s unique coronal perspective capability was helpful in revealing occult spatial relationships.</p> <h4>CONCLUSIONS</h4> <p>The AC Cornea OCT is valuable for examining eyes with opaque corneas and provides cross-sectional and coronal views helpful in formulating specific management strategies.</p> <p>[<cite>Ophthalmic Surg Lasers Imaging</cite> 2007;38:314-318.]</p> <h4>AUTHORS</h4> <p>From The New York Eye & Ear Infirmary (JPSG, PMTG, DFB, AP, RBR), New York; and New York Medical College (JPSG, PMTG, DFB, RBR), Valhalla, New York.</p> <p>Accepted for publication December 4, 2006.</p> <p>Presented at the annual meeting of the International Society for Imaging in the Eye, Fort Lauderdale, Florida, April 28-29, 2006.</p> <p>Address correspondence to Julian P. S. Garcia Jr., MD, The New York Eye & Ear Infirmary Retina Center, 310 East 14th St., New York, NY 10003.</p>

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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.113
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.001
Science and technology studies0.0000.001
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 head0.024
GPT teacher head0.293
Teacher spread0.270 · 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 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

Citations13
Published2007
Admission routes1
Has abstractyes

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