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Record W2060744509 · doi:10.1167/11.11.412

Optical Development in Early Childhood: Results From Non-Cycloplegic Autorefraction

2011· article· en· W2060744509 on OpenAlexaff
Richard J. Adams, J. Brian Church, James R. Drover, Mary L. Courage

Bibliographic record

VenueJournal of Vision · 2011
Typearticle
Languageen
FieldMedicine
TopicOphthalmology and Visual Impairment Studies
Canadian institutionsMemorial University of Newfoundland
Fundersnot available
KeywordsAutorefractorMedicineRefractive errorCycloplegiaOptometryPopulationNormativePercentileEarly childhoodPediatricsChild developmentDevelopmental psychologyOphthalmologyVisual acuityPsychologyStatisticsMathematics

Abstract

fetched live from OpenAlex

Purpose: Despite the importance of optics in the development of human vision and visual functioning, few extensive, long-term studies exist on refractive changes during infancy and early childhood. However, with the emergence of portable, held-hand, non-cycloplegic autorefractors, it is now feasible to provide early normative data. Such information is vital to our understanding of optical development and for providing a basis for early vision screening. Method: Right eyes from 1325 2- to 6- year old children were attempted twice with the Welch Allyn SureSight autorefractor. Measurements were obtained without cycloplegia. Although the children were volunteers, our sample is likely representative of a general pediatric population as testing was conducted at all daycare centres in the metropolitan region, participation rates were high, and no children were excluded on the basis of ophthalmic, neurological, developmental, or systemic disorders. Results: 1251 of the children completed testing in both eyes. Based on their age at the time of testing, children were placed into age groups, each spanning a 6-month period. Results showed that mean spherical refractive error was remarkably consistent across the age span (range = +1.4 to +1.7D), as was variability. However, mean cylindrical refractive error showed a steady decline from 0.74D at 2 years to 0.50D at 6 years. Again, variability and percentile limits were relatively constant across groups Conclusions: These data provide the first extensive normative data on refractive development across the critical preschool period, as measured with the most prominent of the new generation of non-cycloplegic autorefractors. Our results imply that from 2 to 6 years of age, children show progressively less astigmatism, yet remain consistently hyperopic (about + 1.5D) across this age span. However, this hyperopic “plateau” in spherical refractive error may be short-lived, as our previous work with older children (Adams et. al., 2004) reveals a significant progression toward myopia after the 7th year of life.

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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.007
Threshold uncertainty score0.015

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
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 head0.037
GPT teacher head0.338
Teacher spread0.301 · 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 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".

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Citations0
Published2011
Admission routes1
Has abstractyes

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