We, therefore, utilized ML approaches to explore the potential to predict ERG results, the grade of visual impairment, and best corrected visual acuity (BCVA) in ABCA4-related retinopathy based on patients’ demographic factors and structural data of the retina. Here, ABCA4 is linked to retinal disorder.