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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.
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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  Data: Data Homogeneity Effect in Deep Learning-Based Prediction of Type 1 Diabetic Retinopathy.
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  Data: <searchLink fieldCode="AU" term="%22Lo+JE%22">Lo JE</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Kang+EY%22">Kang EY</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Chen+YN%22">Chen YN</searchLink>; Department of Computer Science and Information Engineering National Taiwan University, Taipei 106, Taiwan.<br /><searchLink fieldCode="AU" term="%22Hsieh+YT%22">Hsieh YT</searchLink>; Department of Ophthalmology, National Taiwan University Hospital, Taipei 100, Taiwan.<br /><searchLink fieldCode="AU" term="%22Wang+NK%22">Wang NK</searchLink>; Department of Ophthalmology, Edward S. Harkness Eye Institute, Columbia University, New York, New York 10032, USA.<br /><searchLink fieldCode="AU" term="%22Chen+TC%22">Chen TC</searchLink>; Department of Ophthalmology, National Taiwan University Hospital, Taipei 100, Taiwan.; Graduate Institute of Clinical Medicine, College of Medicine, National Taiwan University, Taipei 106, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chen+KJ%22">Chen KJ</searchLink>; Department of Ophthalmology, Chang Gung Memorial Hospital, Linkou Medical Center, Taoyuan 333, Taiwan.; College of Medicine, Chang Gung University, Taoyuan 333, Taiwan.<br /><searchLink fieldCode="AU" term="%22Wu+WC%22">Wu WC</searchLink>; Department of Ophthalmology, Chang Gung Memorial Hospital, Linkou Medical Center, Taoyuan 333, Taiwan.; College of Medicine, Chang Gung University, Taoyuan 333, Taiwan.<br /><searchLink fieldCode="AU" term="%22Hwang+YS%22">Hwang YS</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Lo+FS%22">Lo FS</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Lai+CC%22">Lai CC</searchLink>; 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.
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  Data: <searchLink fieldCode="JN" term="%22101605237%22">Journal of diabetes research</searchLink> [J Diabetes Res] 2021 Dec 28; Vol. 2021, pp. 2751695. <i>Date of Electronic Publication: </i>2021 Dec 28 (<i>Print Publication: </i>2021).
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Wiley%22">Wiley </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>101605237 <i>Publication Model: </i>eCollection <i>Cited Medium: </i>Internet <i>ISSN: </i>2314-6753 (Electronic) <i>NLM ISO Abbreviation: </i>J Diabetes Res <i>Subsets: </i>MEDLINE
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        Value: 10.1155/2021/2751695
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              Text: 2021 Dec 28
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