Open access
Aug 2026
Machine Learning-Based Prediction of Cycloplegic Refraction Using the Eyerobo Vision Screener: Design-A Cross-Sectional Comparative Device Study.
TabPFN achieved the lowest mean absolute error (MAE) on all Eyerobo scenarios and was competitive with Ridge on auto-refractor scenarios; on the headline Eyerobo Pre + IOL scenario, the per-eye paired difference in MAE between TabPFN and the next-best gradient-boosting learner was 0.117 D in favour of TabPFN.
Meng-Meng Xia, Bo-Xue Yao, Yu-Mei Wang et al.
· Ophthalmology and Therapy · 0 citations