Evidence map›Paper›PMID 40864029›Full record

ReviewOphthalmology2025

Instrument-Based Screening for the Detection of Amblyopia and Amblyopia Risk Factors: A Report by the American Academy of Ophthalmology.

Julius T Oatts, Megan E Collins, Kara M Cavuoto, Sudha Nallasamy, S Grace Prakalapakorn, Rupal H Trivedi, Stacy L Pineles, Melinda Y Chang

Erratum issuedAbstract readReview
In one paragraph

Review in Ophthalmology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

  1. Trial
  2. Binocular Vision Anomalies: An Update on Prevalence, Impact, Technological and Treatment Developments and Current Challenges.Ophthalmic & physiological optics : the journal of the British College of Ophthalmic Opticians (Optometrists) · 2026
    Review
  3. Review
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

8 authors.

Julius T OattsDivision of Ophthalmology, Children's Hospital of Philadelphia, Scheie Eye Institute, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania.
Megan E CollinsWilmer Eye Institute Dana Center for Preventive Ophthalmology, Johns Hopkins School of Medicine, Baltimore, Maryland; Berman Institute of Bioethics, Johns Hopkins University, Baltimore, Maryland.
Kara M CavuotoBascom Palmer Eye Institute, Department of Ophthalmology, University of Miami Miller School of Medicine, Miami, Florida.
Sudha NallasamyThe Vision Center at Children's Hospital Los Angeles, Los Angeles, California; USC Roski Eye Institute, Keck School of Medicine, University of Southern California, Los Angeles, California.
S Grace PrakalapakornDepartment of Ophthalmology and Pediatrics, Duke University Medical Center, Durham, North Carolina.
Rupal H TrivediStorm Eye Institute, Department of Ophthalmology, Medical University of South Carolina, Charleston, South Carolina.
Stacy L PinelesJules Stein Eye Institute, Los Angeles, California.
Melinda Y ChangChildren's Hospital of Los Angeles, Keck School of Medicine, University of Southern California, Los Angeles, California.

Funding

Validating a machine learning model of eye tracking in children with cortical visual impairment (CVI)K23EY033790 · NEI · CHILDREN'S HOSPITAL OF LOS ANGELES · PI Melinda Chang · 2022 to 2026
$1.2M
NEI NIH HHS K23 EY033790
6 · The paper itself

Abstract

purposeTo review the published literature on the diagnostic accuracy of instrument-based screening devices used to detect amblyopia and amblyopia risk factors (ARFs).

methodsA literature search of the PubMed database with no date restrictions and limited to articles published in English was last conducted in January 2025. The search yielded 291 articles; 41 were reviewed in full text, and 33 met the criteria for inclusion in this assessment. The panel methodologist assigned a level of evidence rating to each of the included studies.

resultsAll 33 articles (which reported results from 28 072 children) were rated level III. Nine screening devices were discussed in the included studies; the most common were the Plusoptix, Spot, and Retinomax. Results from 28 072 children were reported, and most studies focused on children aged 6 years and younger. The most common study setting was ophthalmology clinics, followed by school-based settings and then community-based settings. For detecting ARFs, sensitivity ranged from 32.3% to 100% and specificity ranged from 38.7% to 94% (Plusoptix sensitivity 32.3%-100%, specificity 38.7%-100%; Retinomax sensitivity 70%-95%, specificity 58%-94%; Spot sensitivity 60%-94%, specificity 67%-97%). Examination failure thresholds varied, but most studies after 2013 followed the 2013 American Association for Pediatric Ophthalmology and Strabismus (AAPOS) guidelines. For the 21 studies that reported the referral rate (percentage of children who failed based on the screening result), the rate varied significantly (2.26%-63%). Higher referral rates were seen in studies based in ophthalmology clinics.

conclusionsThe best available evidence supports the use of instrument-based screening devices to detect amblyopia and ARFs, although there were high levels of variability in the study design, setting, and target age for screening. Additionally, diagnostic accuracy varied on the basis of the screening device used. Future studies of instrument-based screening devices would benefit from following standardized reporting measures for diagnostic accuracy, which will strengthen the evidence base and provide more complete data on which to base decisions about the most appropriate screening programs and strategies. FINANCIAL DISCLOSURE(S): Proprietary or commercial disclosure may be found after the references.

Indexed as

Academies and InstitutesAmblyopiaOphthalmologyVision ScreeningChildChild, PreschoolHumansRisk FactorsSensitivity and SpecificityUnited StatesVisual Acuityamblyopiaamblyopia risk factorschildhood vision screeninginstrument-based screening devices

Identifiers

PMID40864029
PMCPMC12803525

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.