Dipak P Upadhyaya, Aasef G Shaikh, Gokce Busra Cakir, Katrina Prantzalos, Pedram Golnari, Fatema F Ghasia, Satya S Sahoo
A 360° View for Large Language Models: Early Detection of Amblyopia in Children using Multi-View Eye Movement Recordings
medRxiv : the preprint server for health sciences
paper discusses critical importance epidemic preparedness innovations digital health care examining transformative impact speechlanguage pathology slp services specialist outpatient child adolescent service camhs retrospective review analyzes referral data three periods prepandemic 15 march 201914 march 2020 pandemic 15 march 202014 march 2021 postpandemic 15 march 202114 march 2022 statistical analyses assess trends referrals diagnoses periods feedback also obtained parents children received virtual consultations pandemic results reveal increase demand slp services pandemic surge referrals increased 97 129 compared prepandemic postpandemic periods chisquare value 333 p 0068 children social communication challenges autism spectrum disorder phone video consultations effectively adopted feedback families shows positive response 6998 participants responded strongly agreed agreed various items listed feedback form specifically designed line service objectives telehealth interventions many parents finding virtual consultations effective helpful study emphasizes importance telehealth slp services meeting increasing demand mental health interventions among children adolescents suggests integrating telehealth clinical practice beyond pandemic highlights need longterm evaluation addressing potential barriers access