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Integrated image-based deep learning and language models for primary diabetes care.
Li J, Guan Z, Wang J, Cheung CY, Zheng Y, Lim LL, Lim CC, Ruamviboonsuk P, Raman R, Corsino L, Echouffo-Tcheugui JB, Luk AOY, Chen LJ, Sun X, Hamzah H, Wu Q, Wang X, Liu R, Wang YX, Chen T, Zhang X, Yang X, Yin J, Wan J, Du W, Quek TC, Goh JHL, Yang D, Hu X, Nguyen TX, Szeto SKH, Chotcomwongse P, Malek R, Normatova N, Ibragimova N, Srinivasan R, Zhong P, Huang W, Deng C, Ruan L, Zhang C, Zhang C, Zhou Y, Wu C, Dai R, Koh SWC, Abdullah A, Hee NKY, Tan HC, Liew ZH, Tien CS, Kao SL, Lim AYL, Mok SF, Sun L, Gu J, Wu L, Li T, Cheng D, Wang Z, Qin Y, Dai L, Meng Z, Shu J, Lu Y, Jiang N, Hu T, Huang S, Huang G, Yu S, Liu D, Ma W, Guo M, Guan X, Yang X, Bascaran C, Cleland CR, Bao Y, Ekinci EI, Jenkins A, Chan JCN, Bee YM, Sivaprasad S, Shaw JE, Simó R, Keane PA, Cheng CY, Tan GSW, Jia W, Tham YC, Li H, Sheng B, Wong TY. Li J, et al. Among authors: liu r, liu d. Nat Med. 2024 Oct;30(10):2886-2896. doi: 10.1038/s41591-024-03139-8. Epub 2024 Jul 19. Nat Med. 2024. PMID: 39030266 Free PMC article.
DeepDRiD: Diabetic Retinopathy-Grading and Image Quality Estimation Challenge.
Liu R, Wang X, Wu Q, Dai L, Fang X, Yan T, Son J, Tang S, Li J, Gao Z, Galdran A, Poorneshwaran JM, Liu H, Wang J, Chen Y, Porwal P, Wei Tan GS, Yang X, Dai C, Song H, Chen M, Li H, Jia W, Shen D, Sheng B, Zhang P. Liu R, et al. Among authors: liu h. Patterns (N Y). 2022 May 20;3(6):100512. doi: 10.1016/j.patter.2022.100512. eCollection 2022 Jun 10. Patterns (N Y). 2022. PMID: 35755875 Free PMC article.
A deep learning system for predicting time to progression of diabetic retinopathy.
Dai L, Sheng B, Chen T, Wu Q, Liu R, Cai C, Wu L, Yang D, Hamzah H, Liu Y, Wang X, Guan Z, Yu S, Li T, Tang Z, Ran A, Che H, Chen H, Zheng Y, Shu J, Huang S, Wu C, Lin S, Liu D, Li J, Wang Z, Meng Z, Shen J, Hou X, Deng C, Ruan L, Lu F, Chee M, Quek TC, Srinivasan R, Raman R, Sun X, Wang YX, Wu J, Jin H, Dai R, Shen D, Yang X, Guo M, Zhang C, Cheung CY, Tan GSW, Tham YC, Cheng CY, Li H, Wong TY, Jia W. Dai L, et al. Among authors: liu y, liu r, liu d. Nat Med. 2024 Feb;30(2):584-594. doi: 10.1038/s41591-023-02702-z. Epub 2024 Jan 4. Nat Med. 2024. PMID: 38177850 Free PMC article.
Large language models for diabetes care: Potentials and prospects.
Sheng B, Guan Z, Lim LL, Jiang Z, Mathioudakis N, Li J, Liu R, Bao Y, Bee YM, Wang YX, Zheng Y, Tan GSW, Ji H, Car J, Wang H, Klonoff DC, Li H, Tham YC, Wong TY, Jia W. Sheng B, et al. Among authors: liu r. Sci Bull (Beijing). 2024 Mar 15;69(5):583-588. doi: 10.1016/j.scib.2024.01.004. Epub 2024 Jan 4. Sci Bull (Beijing). 2024. PMID: 38220476 Free article. No abstract available.
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