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Extreme gradient boosting using conventional parameters accurately predicts insulin sensitivity in young and middle-aged Japanese persons.

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Title: Extreme gradient boosting using conventional parameters accurately predicts insulin sensitivity in young and middle-aged Japanese persons.
Authors: Murai N; Division of Diabetes, Metabolism and Endocrinology, Showa Medical University Fujigaoka Hospital, Yokohama, Japan., Saito N; Division of Endocrinology and Metabolism, Department of Medicine, Jichi Medical University, Shimotsuke, Japan., Nii S; Division of Diabetes, Metabolism and Endocrinology, Showa Medical University Fujigaoka Hospital, Yokohama, Japan., Nishikawa H; Division of Diabetes, Metabolism and Endocrinology, Showa Medical University Fujigaoka Hospital, Yokohama, Japan., Kodama E; Division of Diabetes, Metabolism and Endocrinology, Showa Medical University Fujigaoka Hospital, Yokohama, Japan., Iida T; Division of Diabetes, Metabolism and Endocrinology, Showa Medical University Fujigaoka Hospital, Yokohama, Japan., Imai H; Division of Diabetes, Metabolism and Endocrinology, Showa Medical University Fujigaoka Hospital, Yokohama, Japan., Hashizume M; Division of Diabetes, Metabolism and Endocrinology, Showa Medical University Fujigaoka Hospital, Yokohama, Japan., Tadokoro R; Division of Diabetes, Metabolism and Endocrinology, Showa Medical University Fujigaoka Hospital, Yokohama, Japan., Sugisawa C; Division of Diabetes, Metabolism and Endocrinology, Showa Medical University Fujigaoka Hospital, Yokohama, Japan., Iizaka T; Division of Diabetes, Metabolism and Endocrinology, Showa Medical University Fujigaoka Hospital, Yokohama, Japan., Otsuka F; Division of Diabetes, Metabolism and Endocrinology, Showa Medical University Fujigaoka Hospital, Yokohama, Japan., Ishibashi S; Division of Endocrinology and Metabolism, Department of Medicine, Jichi Medical University, Shimotsuke, Japan., Nagasaka S; Division of Diabetes, Metabolism and Endocrinology, Showa Medical University Fujigaoka Hospital, Yokohama, Japan.; Division of Endocrinology and Metabolism, Department of Medicine, Jichi Medical University, Shimotsuke, Japan.
Source: Frontiers in endocrinology [Front Endocrinol (Lausanne)] 2025 Oct 17; Vol. 16, pp. 1661376. Date of Electronic Publication: 2025 Oct 17 (Print Publication: 2025).
Publication Type: Journal Article
Journal Info: Publisher: Frontiers Research Foundation] Country of Publication: Switzerland NLM ID: 101555782 Publication Model: eCollection Cited Medium: Print ISSN: 1664-2392 (Print) Linking ISSN: 16642392 NLM ISO Abbreviation: Front Endocrinol (Lausanne) Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Extreme gradient boosting using conventional parameters accurately predicts insulin sensitivity in young and middle-aged Japanese persons.
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  Data: <searchLink fieldCode="AU" term="%22Murai+N%22">Murai N</searchLink>; Division of Diabetes, Metabolism and Endocrinology, Showa Medical University Fujigaoka Hospital, Yokohama, Japan.<br /><searchLink fieldCode="AU" term="%22Saito+N%22">Saito N</searchLink>; Division of Endocrinology and Metabolism, Department of Medicine, Jichi Medical University, Shimotsuke, Japan.<br /><searchLink fieldCode="AU" term="%22Nii+S%22">Nii S</searchLink>; Division of Diabetes, Metabolism and Endocrinology, Showa Medical University Fujigaoka Hospital, Yokohama, Japan.<br /><searchLink fieldCode="AU" term="%22Nishikawa+H%22">Nishikawa H</searchLink>; Division of Diabetes, Metabolism and Endocrinology, Showa Medical University Fujigaoka Hospital, Yokohama, Japan.<br /><searchLink fieldCode="AU" term="%22Kodama+E%22">Kodama E</searchLink>; Division of Diabetes, Metabolism and Endocrinology, Showa Medical University Fujigaoka Hospital, Yokohama, Japan.<br /><searchLink fieldCode="AU" term="%22Iida+T%22">Iida T</searchLink>; Division of Diabetes, Metabolism and Endocrinology, Showa Medical University Fujigaoka Hospital, Yokohama, Japan.<br /><searchLink fieldCode="AU" term="%22Imai+H%22">Imai H</searchLink>; Division of Diabetes, Metabolism and Endocrinology, Showa Medical University Fujigaoka Hospital, Yokohama, Japan.<br /><searchLink fieldCode="AU" term="%22Hashizume+M%22">Hashizume M</searchLink>; Division of Diabetes, Metabolism and Endocrinology, Showa Medical University Fujigaoka Hospital, Yokohama, Japan.<br /><searchLink fieldCode="AU" term="%22Tadokoro+R%22">Tadokoro R</searchLink>; Division of Diabetes, Metabolism and Endocrinology, Showa Medical University Fujigaoka Hospital, Yokohama, Japan.<br /><searchLink fieldCode="AU" term="%22Sugisawa+C%22">Sugisawa C</searchLink>; Division of Diabetes, Metabolism and Endocrinology, Showa Medical University Fujigaoka Hospital, Yokohama, Japan.<br /><searchLink fieldCode="AU" term="%22Iizaka+T%22">Iizaka T</searchLink>; Division of Diabetes, Metabolism and Endocrinology, Showa Medical University Fujigaoka Hospital, Yokohama, Japan.<br /><searchLink fieldCode="AU" term="%22Otsuka+F%22">Otsuka F</searchLink>; Division of Diabetes, Metabolism and Endocrinology, Showa Medical University Fujigaoka Hospital, Yokohama, Japan.<br /><searchLink fieldCode="AU" term="%22Ishibashi+S%22">Ishibashi S</searchLink>; Division of Endocrinology and Metabolism, Department of Medicine, Jichi Medical University, Shimotsuke, Japan.<br /><searchLink fieldCode="AU" term="%22Nagasaka+S%22">Nagasaka S</searchLink>; Division of Diabetes, Metabolism and Endocrinology, Showa Medical University Fujigaoka Hospital, Yokohama, Japan.; Division of Endocrinology and Metabolism, Department of Medicine, Jichi Medical University, Shimotsuke, Japan.
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