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Record W1995841823 · doi:10.3368/aoj.55.1.82

Unilateral Cataracts: Is Successful Amblyopia Therapy Compatible with Binocular Vision?

2005· article· en· W1995841823 on OpenAlexaff
Mara Sketchley, Roy A. Cline

Bibliographic record

VenueAmerican Orthoptic Journal · 2005
Typearticle
Languageen
FieldMedicine
TopicOphthalmology and Visual Impairment Studies
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsMedicineDiplopiaVisual acuityBinocular visionStrabismusStereoscopic acuityOcclusionOptometryStereopsisCataractsOphthalmologySurgeryArtificial intelligence

Abstract

fetched live from OpenAlex

BACKGROUND AND PURPOSE: Two case studies are used to illustrate the importance of balancing the postsurgical achievement of high-level visual acuity with the acquisition of stereopsis in cases of unilateral cataract. Traditional management will be reviewed and limited occlusion therapy will be discussed. A structured occlusion regime that allows for increased binocular opportunity is promoted for use upon cataract removal. PATIENTS AND METHOD: Two cases are reviewed in which a unilateral cataract was removed and a full-time intensive patching schedule was followed. RESULTS: Both patients reviewed have no measurable depth perception and are bothered by intractable diplopia. CONCLUSION: Promoting good visual acuity in unilateral cataract management is the primary objective. Good visual acuity can be achieved with reduction of occlusion intensity in order to allow for some form of binocularity to develop, lowering the risk for strabismus and intractable diplopia.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.021
Threshold uncertainty score0.694

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
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 head0.016
GPT teacher head0.343
Teacher spread0.327 · 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.

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

Citations1
Published2005
Admission routes1
Has abstractyes

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