AUTO MACHINE LEARNING FOR DIABETIC RETINOPATHY SCREENING: A HEAD-TO-HEAD MULTI-PLATFORM COMPARISON AGAINST HUMAN GRADERS AND IDX-DR
Listen to this summary
The authors aimed to benchmark various automated machine learning (AutoML) platforms for diabetic retinopathy (DR) screening against human graders and the FDA-approved IDX-DR system. They found that Amazon SageMaker Canvas and AutoGluon exhibited the strongest performance, particularly in detecting sight-threatening DR, while highlighting the variability in effectiveness across different platforms and thresholds. The study underscores the potential of AutoML in clinical settings, emphasizing the need for external validation and calibration of decision thresholds.
This is one of 33,000+ journals available on OSLR. Try it free for 14 days.
Free 14-day trial. 33,000+ journals. Cancel anytime.
More from American journal of ophthalmology
View all →May 8, 2026 · American journal of ophthalmology
Have Deprivation Amblyopia Outcomes Improved for Infants with Unilateral Cataracts?
May 8, 2026 · American journal of ophthalmology
Genotype-phenotype correlations in RPGRIP1-associated retinal dystrophy in a nationwide Japanese cohort
May 7, 2026 · American journal of ophthalmology
Risk of non-infectious uveitis associated with disease-modifying therapies for multiple sclerosis
May 7, 2026 · American journal of ophthalmology
Tubercular Retinitis: Clinical Spectrum and Multimodal Imaging Features of an Insufficiently Characterized Entity
May 5, 2026 · American journal of ophthalmology
Imaging Biomarkers for Early Differentiation of Candida and Aspergillus Endogenous Fungal Endophthalmitis: Multicenter Optical Coherence Tomography-Based Analysis
May 4, 2026 · American journal of ophthalmology
Unsuccessful Clinical Trials in Retina: Lessons Learned
More in Ophthalmology
View all →May 11, 2026 · Journal of cataract and refractive surgery
Comparison of decentration, tilt, and dynamic stability between retropupillary iris claw and scleral fixated intraocular lenses with flanged haptics
May 10, 2026 · Lancet (London, England)
Enpatoran, a Toll-like receptor 7/8 inhibitor, in moderate-to-severe systemic lupus erythematosus: findings from Cohort B of a multicentre, international, double-blind, placebo-controlled dose-finding phase 2 trial
May 10, 2026 · Lancet (London, England)
Endovascular thrombectomy for patients with large-core ischaemic stroke presenting up to 24 h after onset (ATLAS): a systematic review and individual patient data meta-analysis with central imaging adjudication
May 10, 2026 · Lancet (London, England)
Impact of introducing RTS,S/AS01<sub>E</sub> malaria vaccine on mortality in young children in Ghana, Kenya, and Malawi: an observational evaluation of a cluster-randomised implementation programme
May 9, 2026 · Lancet (London, England)
The role of community-based blood pressure screening in improving hypertension care
May 8, 2026 · Lancet (London, England)
Long-term effects of colonoscopy screening on colorectal cancer incidence and mortality: a multicountry, population-based randomised controlled trial
"Oslr has become part of my weekly routine on my day off. The clinical relevance of the summaries is outstanding — I'd rate it 9/10. Being able to consume research hands-free is a huge advantage for busy physicians."
Dr. Jennifer Thompson
Portland, OR
Stay current without falling behind
33,000+ journals. 3-minute audio summaries. Free for 14 days.
