Prediction of systemic biomarkers from retinal photographs: development and validation of deep-learning algorithms gan Tyler Hyungtaek Rim, MD, Geunyoung Lee, BS, Youngnam Kim, MSc, Yih-Chung Tham, PhD, Chan Joo Lee, MD, Su Jung Baik, MD, Young Ah Kim, PhD, Marco Yu, PhD, Mihir Deshmukh, MSc, Byoung Kwon Lee, ProfMD, Sungha Park, ProfMD, Hyeon Chang Kim, ProfMD, Charumathi Sabayanagam, PhD, Daniel S W Ting, MD, Ya Xing Wang, MD, Jost B Jonas, ProfMD, Sung Soo Kim, MD, Tien Yin Wong, ProfMD, Ching-Yu Cheng, ProfMD

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Deep-learning-based cardiovascular risk stratification using coronary artery calcium scores predicted from retinal photographs gan Tyler Hyungtaek Rim, MD, Chan Joo Lee, MD, Yih-Chung Tham, PhD, Ning Cheung, MD, Marco Yu, PhD, Geunyoung Lee, BS, Youngnam Kim, MS, Daniel S W Ting, MD, Crystal Chun Yuen Chong, BS, Yoon Seong Choi, MD, Tae Keun Yoo, MD, Ik Hee Ryu, MD, Su Jung Baik, MD, Young Ah Kim, MD, Sung Kyu Kim, MD, Sang-Hak Lee, ProfMD, Byoung Kwon Lee, ProfMD, Seok-Min Kang, ProfMD, Edmund Yick Mun Wong, FRCSEd, Hyeon Chang Kim, ProfMD, Sung Soo Kim, ProfMD, Sungha Park, ProfMD, Ching-Yu Cheng, ProfMD, Tien Yin Wong, ProfMD

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Retinal photograph-based deep learning algorithms for myopia and a blockchain platform to facilitate artificial intelligence medical research: a retrospective multicohort study gan Tien-En Tan, FRCOphth, Ayesha Anees, MSc, Cheng Chen, MSc, Shaohua Li, PhD, Xinxing Xu, PhD, Zengxiang Li, PhD, Zhe Xiao, PhD, Yechao Yang, BSc, Xiaofeng Lei, MSc, Marcus Ang, FRCS (Ed), Audrey Chia, FRANZCO, Shu Yen Lee, FRCS (Ed), Edmund Yick Mun Wong, FRCS (Ed), Ian Yew San Yeo, ProfFRCS (Ed), Yee Ling Wong, PhD, Quan V Hoang, MD, Ya Xing Wang, MD, Mukharram M Bikbov, MD, Vinay Nangia, MD, Jost B Jonas, ProfMD, Yen-Po Chen, MD, Wei-Chi Wu, ProfMD, Kyoko Ohno-Matsui, ProfMD, Tyler Hyungtaek Rim, MD, Yih-Chung Tham, PhD, Rick Siow Mong Goh, PhD, Haotian Lin, ProfMD, Hanruo Liu, MD, Ningli Wang, ProfMD, Weihong Yu, ProfMD, Donald Tiang Hwee Tan, ProfFRCS (Ed), Leopold Schmetterer, ProfPhD, Ching-Yu Cheng, ProfMD, Youxin Chen, ProfMD, Chee Wai Wong, MBBS, Gemmy Chui Ming Cheung, ProfFRCOphth, Seang-Mei Saw, ProfPhD, Tien Yin Wong, ProfMD, Yong Liu, PhD, Daniel Shu Wei Ting, MD

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