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Detecting visually significant cataract using retinal photograph-based deep learning.
Tham YC, Goh JHL, Anees A, Lei X, Rim TH, Chee ML, Wang YX, Jonas JB, Thakur S, Teo ZL, Cheung N, Hamzah H, Tan GSW, Husain R, Sabanayagam C, Wang JJ, Chen Q, Lu Z, Keenan TD, Chew EY, Tan AG, Mitchell P, Goh RSM, Xu X, Liu Y, Wong TY, Cheng CY. Tham YC, et al. Among authors: xu x. Nat Aging. 2022 Mar;2(3):264-271. doi: 10.1038/s43587-022-00171-6. Epub 2022 Feb 21. Nat Aging. 2022. PMID: 37118370 Free PMC article.
AI for medical imaging goes deep.
Ting DSW, Liu Y, Burlina P, Xu X, Bressler NM, Wong TY. Ting DSW, et al. Among authors: xu x. Nat Med. 2018 May;24(5):539-540. doi: 10.1038/s41591-018-0029-3. Nat Med. 2018. PMID: 29736024 No abstract available.
Artificial Intelligence to Detect Papilledema from Ocular Fundus Photographs.
Milea D, Najjar RP, Zhubo J, Ting D, Vasseneix C, Xu X, Aghsaei Fard M, Fonseca P, Vanikieti K, Lagrèze WA, La Morgia C, Cheung CY, Hamann S, Chiquet C, Sanda N, Yang H, Mejico LJ, Rougier M-B, Kho R, Thi Ha Chau T, Singhal S, Gohier P, Clermont-Vignal C, Cheng C-Y, Jonas JB, Yu-Wai-Man P, Fraser CL, Chen JJ, Ambika S, Miller NR, Liu Y, Newman NJ, Wong TY, Biousse V; BONSAI Group. Milea D, et al. Among authors: xu x. N Engl J Med. 2020 Apr 30;382(18):1687-1695. doi: 10.1056/NEJMoa1917130. Epub 2020 Apr 14. N Engl J Med. 2020. PMID: 32286748
Optic Disc Classification by Deep Learning versus Expert Neuro-Ophthalmologists.
Biousse V, Newman NJ, Najjar RP, Vasseneix C, Xu X, Ting DS, Milea LB, Hwang JM, Kim DH, Yang HK, Hamann S, Chen JJ, Liu Y, Wong TY, Milea D; BONSAI (Brain and Optic Nerve Study with Artificial Intelligence) Study Group. Biousse V, et al. Among authors: xu x. Ann Neurol. 2020 Oct;88(4):785-795. doi: 10.1002/ana.25839. Epub 2020 Aug 7. Ann Neurol. 2020. PMID: 32621348
Referral for disease-related visual impairment using retinal photograph-based deep learning: a proof-of-concept, model development study.
Tham YC, Anees A, Zhang L, Goh JHL, Rim TH, Nusinovici S, Hamzah H, Chee ML, Tjio G, Li S, Xu X, Goh R, Tang F, Cheung CY, Wang YX, Nangia V, Jonas JB, Gopinath B, Mitchell P, Husain R, Lamoureux E, Sabanayagam C, Wang JJ, Aung T, Liu Y, Wong TY, Cheng CY. Tham YC, et al. Among authors: xu x. Lancet Digit Health. 2021 Jan;3(1):e29-e40. doi: 10.1016/S2589-7500(20)30271-5. Lancet Digit Health. 2021. PMID: 33735066 Free article.
Retinal photograph-based deep learning algorithms for myopia and a blockchain platform to facilitate artificial intelligence medical research: a retrospective multicohort study.
Tan TE, Anees A, Chen C, Li S, Xu X, Li Z, Xiao Z, Yang Y, Lei X, Ang M, Chia A, Lee SY, Wong EYM, Yeo IYS, Wong YL, Hoang QV, Wang YX, Bikbov MM, Nangia V, Jonas JB, Chen YP, Wu WC, Ohno-Matsui K, Rim TH, Tham YC, Goh RSM, Lin H, Liu H, Wang N, Yu W, Tan DTH, Schmetterer L, Cheng CY, Chen Y, Wong CW, Cheung GCM, Saw SM, Wong TY, Liu Y, Ting DSW. Tan TE, et al. Among authors: xu x. Lancet Digit Health. 2021 May;3(5):e317-e329. doi: 10.1016/S2589-7500(21)00055-8. Lancet Digit Health. 2021. PMID: 33890579 Free article.
DeepLensNet: Deep Learning Automated Diagnosis and Quantitative Classification of Cataract Type and Severity.
Keenan TDL, Chen Q, Agrón E, Tham YC, Goh JHL, Lei X, Ng YP, Liu Y, Xu X, Cheng CY, Bikbov MM, Jonas JB, Bhandari S, Broadhead GK, Colyer MH, Corsini J, Cousineau-Krieger C, Gensheimer W, Grasic D, Lamba T, Magone MT, Maiberger M, Oshinsky A, Purt B, Shin SY, Thavikulwat AT, Lu Z, Chew EY; AREDS Deep Learning Research Group. Keenan TDL, et al. Among authors: xu x. Ophthalmology. 2022 May;129(5):571-584. doi: 10.1016/j.ophtha.2021.12.017. Epub 2022 Jan 3. Ophthalmology. 2022. PMID: 34990643 Free PMC article.
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