Akio Oishi

Epidemiology of macular dystrophy in Japan (2011–2020): a nationwide population-based study

Abstract Purpose To describe the characteristics and prevalence of macular dystrophy using a comprehensive national claims database in Japan. Study design Population-based retrospective study using a nationwide claims database. Methods Approximately 126 million individuals covere...

Latent space structure of retinal age: an artificial intelligence–based analysis of aging in fundus images

Abstract This study investigated whether age-related variation is organized as a geometric structure in latent space and how fine-tuning reshapes this representation. Fundus photographs from fellow eyes of patients who underwent macular surgery were retrospectively analyzed. Afte...