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Screening for Clinically Significant Nephrolithiasis Based on Simple Health Checkup Clinical and Urine Parameters in General Populations: Multicenter Machine Learning Study.

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Title: Screening for Clinically Significant Nephrolithiasis Based on Simple Health Checkup Clinical and Urine Parameters in General Populations: Multicenter Machine Learning Study.
Authors: Chen HW; Department of Urology, Kaohsiung Medical University Chung-Ho Memorial Hospital, Kaohsiung, Taiwan.; Graduate Institute of Clinical Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung, Taiwan.; Center for Big Data Research, Kaohsiung Medical University, Kaohsiung, Taiwan., Wei PS; Department of Electrical Engineering, National Sun Yat-sen University, Kaohsiung, Taiwan.; United Kaohsiung AI Medical Technology Co, Ltd., Kaohsiung, Taiwan., Chen YC; Department of Urology, Kaohsiung Medical University Chung-Ho Memorial Hospital, Kaohsiung, Taiwan.; Graduate Institute of Clinical Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung, Taiwan.; Regenerative Medicine and Cell Therapy Research Center, Kaohsiung Medical University, Kaohsiung, Taiwan., Wu JY; Department of Internal Medicine, Kaohsiung Medical University Chung-Ho Memorial Hospital, Kaohsiung, Taiwan.; Health Management Center, Kaohsiung Medical University Chung-Ho Memorial Hospital, Kaohsiung, Taiwan.; College of Medicine, Kaohsiung Medical University, Kaohsiung, Taiwan., Lin CI; Health Management Center, Kaohsiung Medical University Chung-Ho Memorial Hospital, Kaohsiung, Taiwan., Chou YH; Department of Urology, Kaohsiung Medical University Chung-Ho Memorial Hospital, Kaohsiung, Taiwan.; Graduate Institute of Clinical Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung, Taiwan., Juan YS; Department of Urology, Kaohsiung Medical University Chung-Ho Memorial Hospital, Kaohsiung, Taiwan.; Graduate Institute of Clinical Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung, Taiwan., Wu WJ; Department of Urology, Kaohsiung Medical University Chung-Ho Memorial Hospital, Kaohsiung, Taiwan.; Graduate Institute of Clinical Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung, Taiwan., Kao CY; Department of Electrical Engineering, National Sun Yat-sen University, Kaohsiung, Taiwan., Lee JT; School of Medicine, National Sun Yat-sen University, 70 Lien-Hai Road, Kaohsiung, 80424, Taiwan, 886 5252000 ext 4198.
Source: JMIR medical informatics [JMIR Med Inform] 2026 Feb 19; Vol. 14, pp. e80764. Date of Electronic Publication: 2026 Feb 19.
Publication Type: Journal Article; Multicenter Study
Journal Info: Publisher: JMIR Publications Country of Publication: Canada NLM ID: 101645109 Publication Model: Electronic Cited Medium: Internet ISSN: 2291-9694 (Electronic) Linking ISSN: 22919694 NLM ISO Abbreviation: JMIR Med Inform Subsets: MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Chen+HW%22">Chen HW</searchLink>; Department of Urology, Kaohsiung Medical University Chung-Ho Memorial Hospital, Kaohsiung, Taiwan.; Graduate Institute of Clinical Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung, Taiwan.; Center for Big Data Research, Kaohsiung Medical University, Kaohsiung, Taiwan.<br /><searchLink fieldCode="AU" term="%22Wei+PS%22">Wei PS</searchLink>; Department of Electrical Engineering, National Sun Yat-sen University, Kaohsiung, Taiwan.; United Kaohsiung AI Medical Technology Co, Ltd., Kaohsiung, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chen+YC%22">Chen YC</searchLink>; Department of Urology, Kaohsiung Medical University Chung-Ho Memorial Hospital, Kaohsiung, Taiwan.; Graduate Institute of Clinical Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung, Taiwan.; Regenerative Medicine and Cell Therapy Research Center, Kaohsiung Medical University, Kaohsiung, Taiwan.<br /><searchLink fieldCode="AU" term="%22Wu+JY%22">Wu JY</searchLink>; Department of Internal Medicine, Kaohsiung Medical University Chung-Ho Memorial Hospital, Kaohsiung, Taiwan.; Health Management Center, Kaohsiung Medical University Chung-Ho Memorial Hospital, Kaohsiung, Taiwan.; College of Medicine, Kaohsiung Medical University, Kaohsiung, Taiwan.<br /><searchLink fieldCode="AU" term="%22Lin+CI%22">Lin CI</searchLink>; Health Management Center, Kaohsiung Medical University Chung-Ho Memorial Hospital, Kaohsiung, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chou+YH%22">Chou YH</searchLink>; Department of Urology, Kaohsiung Medical University Chung-Ho Memorial Hospital, Kaohsiung, Taiwan.; Graduate Institute of Clinical Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung, Taiwan.<br /><searchLink fieldCode="AU" term="%22Juan+YS%22">Juan YS</searchLink>; Department of Urology, Kaohsiung Medical University Chung-Ho Memorial Hospital, Kaohsiung, Taiwan.; Graduate Institute of Clinical Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung, Taiwan.<br /><searchLink fieldCode="AU" term="%22Wu+WJ%22">Wu WJ</searchLink>; Department of Urology, Kaohsiung Medical University Chung-Ho Memorial Hospital, Kaohsiung, Taiwan.; Graduate Institute of Clinical Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung, Taiwan.<br /><searchLink fieldCode="AU" term="%22Kao+CY%22">Kao CY</searchLink>; Department of Electrical Engineering, National Sun Yat-sen University, Kaohsiung, Taiwan.<br /><searchLink fieldCode="AU" term="%22Lee+JT%22">Lee JT</searchLink>; School of Medicine, National Sun Yat-sen University, 70 Lien-Hai Road, Kaohsiung, 80424, Taiwan, 886 5252000 ext 4198.
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  Data: <searchLink fieldCode="JN" term="%22101645109%22">JMIR medical informatics</searchLink> [JMIR Med Inform] 2026 Feb 19; Vol. 14, pp. e80764. <i>Date of Electronic Publication: </i>2026 Feb 19.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22JMIR+Publications%22">JMIR Publications </searchLink><i>Country of Publication: </i>Canada <i>NLM ID: </i>101645109 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2291-9694 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2222919694%22">22919694 </searchLink><i>NLM ISO Abbreviation: </i>JMIR Med Inform <i>Subsets: </i>MEDLINE
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              Text: 2026 Feb 19
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