Data Homogeneity Effect in Deep Learning-Based Prediction of Type 1 Diabetic Retinopathy.
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| Title: | Data Homogeneity Effect in Deep Learning-Based Prediction of Type 1 Diabetic Retinopathy. |
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| Authors: | Lo JE; School of Medicine, National Taiwan University College of Medicine, Taipei 106, Taiwan.; Department of Computer Science and Information Engineering National Taiwan University, Taipei 106, Taiwan., Kang EY; Department of Ophthalmology, Chang Gung Memorial Hospital, Linkou Medical Center, Taoyuan 333, Taiwan.; College of Medicine, Chang Gung University, Taoyuan 333, Taiwan.; Graduate Institute of Clinical Medical Sciences, Chang Gung University, Taoyuan 333, Taiwan., Chen YN; Department of Computer Science and Information Engineering National Taiwan University, Taipei 106, Taiwan., Hsieh YT; Department of Ophthalmology, National Taiwan University Hospital, Taipei 100, Taiwan., Wang NK; Department of Ophthalmology, Edward S. Harkness Eye Institute, Columbia University, New York, New York 10032, USA., Chen TC; Department of Ophthalmology, National Taiwan University Hospital, Taipei 100, Taiwan.; Graduate Institute of Clinical Medicine, College of Medicine, National Taiwan University, Taipei 106, Taiwan., Chen KJ; Department of Ophthalmology, Chang Gung Memorial Hospital, Linkou Medical Center, Taoyuan 333, Taiwan.; College of Medicine, Chang Gung University, Taoyuan 333, Taiwan., Wu WC; Department of Ophthalmology, Chang Gung Memorial Hospital, Linkou Medical Center, Taoyuan 333, Taiwan.; College of Medicine, Chang Gung University, Taoyuan 333, Taiwan., Hwang YS; Department of Ophthalmology, Chang Gung Memorial Hospital, Linkou Medical Center, Taoyuan 333, Taiwan.; College of Medicine, Chang Gung University, Taoyuan 333, Taiwan.; Department of Ophthalmology, Chang Gung Memorial Hospital, Xiamen 361028, China.; Department of Ophthalmology, Jen-Ai Hospital Dali Branch, Taichung 400, Taiwan., Lo FS; College of Medicine, Chang Gung University, Taoyuan 333, Taiwan.; Division of Pediatric Endocrinology and Genetics, Chang Gung Memorial Hospital, Linkou Medical Center, Taoyuan 333, Taiwan., Lai CC; Department of Ophthalmology, Chang Gung Memorial Hospital, Linkou Medical Center, Taoyuan 333, Taiwan.; College of Medicine, Chang Gung University, Taoyuan 333, Taiwan.; Department of Ophthalmology, Chang Gung Memorial Hospital, Keelung 204, Taiwan. |
| Source: | Journal of diabetes research [J Diabetes Res] 2021 Dec 28; Vol. 2021, pp. 2751695. Date of Electronic Publication: 2021 Dec 28 (Print Publication: 2021). |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: Wiley Country of Publication: United States NLM ID: 101605237 Publication Model: eCollection Cited Medium: Internet ISSN: 2314-6753 (Electronic) NLM ISO Abbreviation: J Diabetes Res Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
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