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Construction and validation of a risk prediction model for osteoporosis in COPD patients based on explainable machine learning.

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Title: Construction and validation of a risk prediction model for osteoporosis in COPD patients based on explainable machine learning.
Authors: Chen J; Jinan University, Guangzhou, Guangdong, China.; Affiliated Hospital of Guangdong Medical University, Zhanjiang, Guangdong, China., Xu S; Affiliated Hospital of Guangdong Medical University, Zhanjiang, Guangdong, China., He X; Affiliated Hospital of Guangdong Medical University, Zhanjiang, Guangdong, China., Sun X; Affiliated Hospital of Guangdong Medical University, Zhanjiang, Guangdong, China., Zhang Y; Affiliated Hospital of Guangdong Medical University, Zhanjiang, Guangdong, China., Wei W; Affiliated Hospital of Guangdong Medical University, Zhanjiang, Guangdong, China., Chen G; Jinan University, Guangzhou, Guangdong, China.; Affiliated Hospital of Guangdong Medical University, Zhanjiang, Guangdong, China.
Source: Medicine [Medicine (Baltimore)] 2026 May 08; Vol. 105 (19), pp. e48390.
Publication Type: Journal Article; Validation Study
Journal Info: Publisher: Lippincott Williams & Wilkins Country of Publication: United States NLM ID: 2985248R Publication Model: Print Cited Medium: Internet ISSN: 1536-5964 (Electronic) Linking ISSN: 00257974 NLM ISO Abbreviation: Medicine (Baltimore) Subsets: MEDLINE
Database: MEDLINE Ultimate
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PubType: Academic Journal
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  Data: <searchLink fieldCode="AU" term="%22Chen+J%22">Chen J</searchLink>; Jinan University, Guangzhou, Guangdong, China.; Affiliated Hospital of Guangdong Medical University, Zhanjiang, Guangdong, China.<br /><searchLink fieldCode="AU" term="%22Xu+S%22">Xu S</searchLink>; Affiliated Hospital of Guangdong Medical University, Zhanjiang, Guangdong, China.<br /><searchLink fieldCode="AU" term="%22He+X%22">He X</searchLink>; Affiliated Hospital of Guangdong Medical University, Zhanjiang, Guangdong, China.<br /><searchLink fieldCode="AU" term="%22Sun+X%22">Sun X</searchLink>; Affiliated Hospital of Guangdong Medical University, Zhanjiang, Guangdong, China.<br /><searchLink fieldCode="AU" term="%22Zhang+Y%22">Zhang Y</searchLink>; Affiliated Hospital of Guangdong Medical University, Zhanjiang, Guangdong, China.<br /><searchLink fieldCode="AU" term="%22Wei+W%22">Wei W</searchLink>; Affiliated Hospital of Guangdong Medical University, Zhanjiang, Guangdong, China.<br /><searchLink fieldCode="AU" term="%22Chen+G%22">Chen G</searchLink>; Jinan University, Guangzhou, Guangdong, China.; Affiliated Hospital of Guangdong Medical University, Zhanjiang, Guangdong, China.
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  Data: <searchLink fieldCode="JN" term="%222985248R%22">Medicine</searchLink> [Medicine (Baltimore)] 2026 May 08; Vol. 105 (19), pp. e48390.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Lippincott+Williams+%26+Wilkins%22">Lippincott Williams & Wilkins </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>2985248R <i>Publication Model: </i>Print <i>Cited Medium: </i>Internet <i>ISSN: </i>1536-5964 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2200257974%22">00257974 </searchLink><i>NLM ISO Abbreviation: </i>Medicine (Baltimore) <i>Subsets: </i>MEDLINE
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      – Type: doi
        Value: 10.1097/MD.0000000000048390
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      – Code: eng
        Text: English
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        StartPage: e48390
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      – TitleFull: Construction and validation of a risk prediction model for osteoporosis in COPD patients based on explainable machine learning.
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            – D: 08
              M: 05
              Text: 2026 May 08
              Type: published
              Y: 2026
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              Value: 105
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              Value: 19
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