Prediction of systemic biomarkers from retinal photographs: development and validation of deep-learning algorithms by 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 by 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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