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Record W4413049059 · doi:10.1016/j.apjo.2025.100229

Update on pediatric cataract surgery

2025· review· en· W4413049059 on OpenAlexaff
I. Christopher Lloyd, M. Edward Wilson, Rupal H. Trivedi, Susmito Biswas, Jane Ashworth, Elspeth Green, Jay Self, Kelly Voltz, Cyril Archambault, Thaddeus S. McClatchey, Scott K. McClatchey, Joanne Randeree, Jessica Gowing, Sophie Cowen, Lucy Barker, Ramesh Kekunnaya, Scott R. Lambert

Bibliographic record

VenueAsia-Pacific Journal of Ophthalmology · 2025
Typereview
Languageen
FieldMedicine
TopicIntraocular Surgery and Lenses
Canadian institutionsUniversité de Montréal
FundersNational Eye InstituteResearch to Prevent Blindness
KeywordsCataract surgeryMedicineOptometryOphthalmologyGeneral surgery

Abstract

fetched live from OpenAlex

Cataracts in infants and children are comparatively rare, but they remain an important cause of potentially lifelong visual impairment, largely because of associated deprivation amblyopia. This is particularly seen in children missed by screening programs and thus presenting late for treatment. However, advances in diagnosis, surgical techniques and amblyopia management have improved the prognosis for most children seen with this condition. This comprehensive review focuses on all aspects of the care required to optimize outcomes. It covers modern genetic investigations, performed to precisely determine underlying cataract etiology, and discusses the use of outcome-based evidence to guide the timing of surgical intervention. The paper also outlines the options available to clinicians for post-operative refractive error correction and compares indications, risks and benefits for the use of contact lenses, spectacles and intraocular lenses (IOL). The challenge of choosing the most appropriate dioptric power of IOL to implant into a growing eye is discussed, as is consideration of types of IOLs that can be considered and the surgical techniques needed. Evidence-based approaches to the clinical management of amblyopia, glaucoma and visual axis opacification, the three most common complications seen following pediatric cataract surgery, are reviewed. Two specific conditions associated with pediatric cataract are discussed in detail--persistent fetal vasculature and ocular trauma. Strategies for assessment, management and surgical treatment of these conditions are reviewed.

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)0.000
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.023
Threshold uncertainty score0.078

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0040.003
Science and technology studies0.0000.000
Scholarly communication0.0010.002
Open science0.0010.001
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0230.007

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 head0.051
GPT teacher head0.353
Teacher spread0.302 · 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 designNot applicable
Domainnot available
GenreReview

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

Citations8
Published2025
Admission routes1
Has abstractyes

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Same venueAsia-Pacific Journal of OphthalmologySame topicIntraocular Surgery and LensesFrench-language works237,207