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Response of L V Prasad eye Institute to COVID-19 outbreak in India:experience at its tertiary eye care centre and adoption to its eye Health Pyramid

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International Journal of Ophthalmology(English edition) 2021年第1期14卷 1-9页

作者： Rohit C Khanna Prashant Garg Pravin K Vaddavalli Merle Fernandes Suryasnata Rath Sameera Nayak Raja Narayanan Rajeev Reddy Pappuru Swathi Kaliki Anthony Vipin Das Savitri Sharma Subhadra Jalali Allen Foster Community eye Health Research Centre Gullapalli Pratibha Rao International Centre for Advancement of Rural Eye CareL V Prasad Eye InstituteHyderabad 500030India Brien Holden eye Research Centre L V Prasad Eye InstituteHyderabadTelangana 500034India School of Optometry and Vision Science University of New South WalesSydney 2033Australia University of Rochester School of Medicine and DentistryRochesterNY 14642USA Kallam Anji Reddy Campus L V Prasad Eye InstituteHyderabad 500034India Grandhi Mallikarjun Rao Varalakshmi Campus L V Prasad Eye InstituteVishakhapatnamAndhra Pradesh 530040India Mithu Tulsi Chanrai Campus L V Prasad Eye InstituteBhubaneswaraOdisha 751024India Kode Venkatadri Chowdary Campus L V Prasad Eye InstituteVijayawada 521134India Department of eyeSmart EMR&Aeye L V Prasad Eye Institute 500034India

AIM:To summarize the experience of response to COVID-19 outbreak at a tertiary eye care institute and its network of health facilities in ***:Our responses are based on the principles of social distancing,hand hygiene,respiratory etiquettes,surface disinfection protocol,and rational use of appropriate personal protective equipment(PPE).We describe our response in terms of administrative controls,clinical protocols,staff protection,environmental controls,and social distancing *** also discuss our communication strategies and monitoring systems,to ensure compliance to ***:Administrative control is mainly related to formation of task force and its *** protocols are related to patient triaging methods and clinical examination guidelines in Outpatient,Inpatient and Operating *** protection is focused on training staff on the protocols to be followed in hospital as well as at home,and use of *** protocol is focused on cleaning and disinfectant methods to be used in the *** addition,there are systems for communication as well as monitoring compliance to ***:We hope that these protocols and our experience would help the ophthalmic community globally and serve as a guide to protect ophthalmologists and ophthalmic care personnel,and their patients across the world.

关键词： COVID-19 coronavirus India ophthalmology pandemic care practices pandemic protocols eye care

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eye Strain Detection During Online Learning

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Intelligent Automation & Soft Computing 2023年第3期35卷 3517-3530页

作者： Le Quang Thao Duong Duc Cuong Vu Manh Hung Le Thanh Vinh Doan Trong Nghia Dinh Ha Hai Nguyen Nhan Nhi Faculty of Physics VNU University of ScienceHanoi100000Vietnam University of Science Vietnam National UniversityHanoi100000Vietnam VNU-HUS High School for Gifted StudentsHanoi100000Vietnam Hanoi-Amsterdam High School for the Gifted Hanoi100000Vietnam

The recent outbreak of the coronavirus disease of 2019(Covid-19)has been causing many disruptions among the education systems worldwide,most of them due to the abrupt transition to online *** sudden upsurge in digital electronic devices usage,namely personal computers,laptops,tablets and smart-phones is unprecedented,which leads to a new wave of both mental and physical health problems among students,for example eye-related *** overexpo-sure to electronic devices,extended screen time usage and lack of outdoor sun-light have put a consequential strain on the student’s ophthalmic health because of their young age and a relative lack of responsibility on their own *** to take appropriate external measures to mitigate the negative effects of this pro-cess could lead to common ophthalmic illnesses such as myopia or more serious *** remedy this situation,we propose a software solution that is able to track and capture images of its users’eyes to detect symptoms of eye illnesses while simultaneously giving them warnings and even offering *** meet the requirements of a small and light model that is operable on low-end devices without information loss,we optimized the original MobileNetV2 model with depth-wise separable convolutions by altering the parameters in the last layers with an aim to minimize the resizing of the input image and obtained a new model which we call *** with applying the knowledge distillation tech-nique and ResNet-18 as a teacher model to train the student model,we have suc-cessfully increased the accuracy of the eyeNet model up to 87.16%and support the development of a model compatible with embedded systems with limited computing power,accessible to all students.

关键词： Digital eye strain Covid-19 online study knowledge distillation eye care eyeNet

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Artificial intelligence in ophthalmology and visual sciences: Current implications and future directions

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Artificial Intelligence in Medical Imaging 2021年第5期2卷 95-103页

作者： Smaha Jahangir Hashim Ali Khan School of Optometry The University of FaisalabadFaisalabadPunjab 38000Pakistan Department of Ophthalmology SEHHAT FoundationGilgit 15100Gilgit-BaltistanPakistan

Since its inception in 1959,artificial intelligence(AI)has evolved at an unprecedented rate and has revolutionized the world of ***,being an image-driven field of medicine,is well-suited for the implementation of *** learning(ML)and deep learning(DL)models are being utilized for screening of vision threatening ocular conditions of the *** models have proven to be accurate and reliable for diagnosing anterior and posterior segment diseases,screening large populations,and even predicting the natural course of various ocular *** the increase in population and global burden of managing irreversible blindness,AI offers a unique solution when implemented in clinical *** this review,we discuss what are AI,ML,and DL,their uses,future direction for AI,and its limitations in ophthalmology.

关键词： Artificial intelligence Ophthalmology Retina Machine learning eye care

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