Helena Silveira Schuch, Gustavo Giacomelli Nascimento, Flávio Fernando Demarco, Dandara Gabriela Haag
Causal inference in dentistry: Time to move forward
Community dentistry and oral epidemiology
glaucoma leading reason irreversible blindness early detection timely treatment glaucoma essential preventing visual field loss even blindness clinical practice optical coherence tomography oct visual field vf exams two widelyused complementary techniques diagnosing glaucoma oct provides quantitative measurements optic nerve head onh structure vf test functional assessment peripheral vision paper propose deep relation transformer drt perform glaucoma diagnosis oct vf information combined novel deep reasoning mechanism proposed explore implicit pairwise relations oct vf information global regional manners pairwise relations carefullydesigned deep transformer mechanism developed enhance representation complementary information modal based reasoning transformer mechanisms three successive modules designed extract collect valuable information glaucoma diagnosis global relation module guided regional relation module interaction transformer module namely moreover build large dataset namely zococtvf dataset includes 1395 octvf pairs developing evaluating drt conduct extensive experiments validate effectiveness proposed method experimental results show method achieves 883 accuracy outperforms existing singlemodal approaches large margin codes dataset publicly available future