Deep learning versus human graders for classifying diabetic retinopathy severity in a nationwide screening program-Reference-Cited by-同舟云学术

Deep learning versus human graders for classifying diabetic retinopathy severity in a nationwide screening program

Published:2019-04-10 Issue:1 Volume:2 Page:
ISSN:2398-6352
Container-title:npj Digital Medicine
language:en
Short-container-title:npj Digit. Med.

Author:

Ruamviboonsuk Paisan,Krause Jonathan,Chotcomwongse Peranut,Sayres Rory,Raman Rajiv,Widner Kasumi,Campana Bilson J. L.,Phene Sonia,Hemarat Kornwipa,Tadarati Mongkol^ORCID,Silpa-Archa Sukhum,Limwattanayingyong Jirawut,Rao Chetan,Kuruvilla Oscar,Jung Jesse,Tan Jeffrey^ORCID,Orprayoon Surapong,Kangwanwongpaisan Chawawat,Sukumalpaiboon Ramase,Luengchaichawang Chainarong,Fuangkaew Jitumporn,Kongsap Pipat,Chualinpha Lamyong,Saree Sarawuth,Kawinpanitan Srirut,Mitvongsa Korntip,Lawanasakol Siriporn,Thepchatri Chaiyasit,Wongpichedchai Lalita,Corrado Greg S.,Peng Lily,Webster Dale R.

Publisher

Springer Science and Business Media LLC

Subject

Health Information Management,Health Informatics,Computer Science Applications,Medicine (miscellaneous)

Link

http://www.nature.com/articles/s41746-019-0099-8.pdf

Reference26 articles.

1. Gulshan, V. et al. Development and validation of a deep learning algorithm for detection of diabetic retinopathy in retinal fundus photographs. JAMA 316, 2402–2410 (2016).

2. Krause, J. et al. Grader variability and the importance of reference standards for evaluating machine learning models for diabetic retinopathy. Ophthalmology 125, 1264–1272 (2018).

3. Ting, D. S. W. et al. Development and validation of a deep learning system for diabetic retinopathy and related eye diseases using retinal images from multiethnic populations with diabetes. JAMA 318, 2211–2223 (2017).

4. Jenchitr, W. et al. The national survey of blindness low vision and visual impairment in thailand 2006–2007. Thai. J. Pub. Hlth. Ophthalmol. 21, 10 (2007).

5. Isipradit, S. et al. The First Rapid Assessment of Avoidable Blindness (RAAB) in Thailand. PLoS ONE 9, e114245 (2014).

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