Machine learning model integrating oral microbiota and clinical features for predicting osteoporosis and bone loss in high-altitude populations.
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| Title: | Machine learning model integrating oral microbiota and clinical features for predicting osteoporosis and bone loss in high-altitude populations. |
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| Authors: | Wang J; West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, Sichuan, 610041, China., Yang F; West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, Sichuan, 610041, China., Hao S; West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, Sichuan, 610041, China., Dong C; West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, Sichuan, 610041, China., Tian Y; West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, Sichuan, 610041, China., Xu Y; West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, Sichuan, 610041, China., Yang S; West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, Sichuan, 610041, China.; Health Promotion and Food Nutrition & Safety Key Laboratory of Sichuan Province, Sichuan University, Chengdu, Sichuan, 610041, China., Yang H; West China School of Stomatology, Sichuan University, Chengdu, Sichuan, 610041, China., Xiao X; West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, Sichuan, 610041, China.; Health Promotion and Food Nutrition & Safety Key Laboratory of Sichuan Province, Sichuan University, Chengdu, Sichuan, 610041, China., Zheng T; West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, Sichuan, 610041, China. 1125338361@qq.com., Zuo H; West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, Sichuan, 610041, China. zuohaojiang@scu.edu.cn.; Health Promotion and Food Nutrition & Safety Key Laboratory of Sichuan Province, Sichuan University, Chengdu, Sichuan, 610041, China. zuohaojiang@scu.edu.cn.; West China-PUMC C.C. Chen Institute of Health, Sichuan University, Chengdu, Sichuan, 610041, China. zuohaojiang@scu.edu.cn.; Innovation Center of Nursing Research, Nursing Key Laboratory of Sichuan Province, West China Hospital, Sichuan University, Chengdu, Sichuan, 610041, China. zuohaojiang@scu.edu.cn., Pei X; West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, Sichuan, 610041, China. xxpei@scu.edu.cn.; Health Promotion and Food Nutrition & Safety Key Laboratory of Sichuan Province, Sichuan University, Chengdu, Sichuan, 610041, China. xxpei@scu.edu.cn.; West China-PUMC C.C. Chen Institute of Health, Sichuan University, Chengdu, Sichuan, 610041, China. xxpei@scu.edu.cn., Zhao X; West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, Sichuan, 610041, China.; Health Promotion and Food Nutrition & Safety Key Laboratory of Sichuan Province, Sichuan University, Chengdu, Sichuan, 610041, China. |
| Source: | BMC microbiology [BMC Microbiol] 2026 Mar 05; Vol. 26 (1). Date of Electronic Publication: 2026 Mar 05. |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: BioMed Central Country of Publication: England NLM ID: 100966981 Publication Model: Electronic Cited Medium: Internet ISSN: 1471-2180 (Electronic) Linking ISSN: 14712180 NLM ISO Abbreviation: BMC Microbiol Subsets: MEDLINE; In Process |
| Database: | MEDLINE Ultimate |
| FullText | Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 41787255 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Machine learning model integrating oral microbiota and clinical features for predicting osteoporosis and bone loss in high-altitude populations. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Wang+J%22">Wang J</searchLink>; West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, Sichuan, 610041, China.<br /><searchLink fieldCode="AU" term="%22Yang+F%22">Yang F</searchLink>; West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, Sichuan, 610041, China.<br /><searchLink fieldCode="AU" term="%22Hao+S%22">Hao S</searchLink>; West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, Sichuan, 610041, China.<br /><searchLink fieldCode="AU" term="%22Dong+C%22">Dong C</searchLink>; West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, Sichuan, 610041, China.<br /><searchLink fieldCode="AU" term="%22Tian+Y%22">Tian Y</searchLink>; West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, Sichuan, 610041, China.<br /><searchLink fieldCode="AU" term="%22Xu+Y%22">Xu Y</searchLink>; West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, Sichuan, 610041, China.<br /><searchLink fieldCode="AU" term="%22Yang+S%22">Yang S</searchLink>; West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, Sichuan, 610041, China.; Health Promotion and Food Nutrition & Safety Key Laboratory of Sichuan Province, Sichuan University, Chengdu, Sichuan, 610041, China.<br /><searchLink fieldCode="AU" term="%22Yang+H%22">Yang H</searchLink>; West China School of Stomatology, Sichuan University, Chengdu, Sichuan, 610041, China.<br /><searchLink fieldCode="AU" term="%22Xiao+X%22">Xiao X</searchLink>; West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, Sichuan, 610041, China.; Health Promotion and Food Nutrition & Safety Key Laboratory of Sichuan Province, Sichuan University, Chengdu, Sichuan, 610041, China.<br /><searchLink fieldCode="AU" term="%22Zheng+T%22">Zheng T</searchLink>; West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, Sichuan, 610041, China. 1125338361@qq.com.<br /><searchLink fieldCode="AU" term="%22Zuo+H%22">Zuo H</searchLink>; West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, Sichuan, 610041, China. zuohaojiang@scu.edu.cn.; Health Promotion and Food Nutrition & Safety Key Laboratory of Sichuan Province, Sichuan University, Chengdu, Sichuan, 610041, China. zuohaojiang@scu.edu.cn.; West China-PUMC C.C. Chen Institute of Health, Sichuan University, Chengdu, Sichuan, 610041, China. zuohaojiang@scu.edu.cn.; Innovation Center of Nursing Research, Nursing Key Laboratory of Sichuan Province, West China Hospital, Sichuan University, Chengdu, Sichuan, 610041, China. zuohaojiang@scu.edu.cn.<br /><searchLink fieldCode="AU" term="%22Pei+X%22">Pei X</searchLink>; West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, Sichuan, 610041, China. xxpei@scu.edu.cn.; Health Promotion and Food Nutrition & Safety Key Laboratory of Sichuan Province, Sichuan University, Chengdu, Sichuan, 610041, China. xxpei@scu.edu.cn.; West China-PUMC C.C. Chen Institute of Health, Sichuan University, Chengdu, Sichuan, 610041, China. xxpei@scu.edu.cn.<br /><searchLink fieldCode="AU" term="%22Zhao+X%22">Zhao X</searchLink>; West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, Sichuan, 610041, China.; Health Promotion and Food Nutrition & Safety Key Laboratory of Sichuan Province, Sichuan University, Chengdu, Sichuan, 610041, China. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22100966981%22">BMC microbiology</searchLink> [BMC Microbiol] 2026 Mar 05; Vol. 26 (1). <i>Date of Electronic Publication: </i>2026 Mar 05. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22BioMed+Central%22">BioMed Central </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>100966981 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1471-2180 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2214712180%22">14712180 </searchLink><i>NLM ISO Abbreviation: </i>BMC Microbiol <i>Subsets: </i>MEDLINE; In Process |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=41787255 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1186/s12866-026-04718-0 Languages: – Code: eng Text: English Titles: – TitleFull: Machine learning model integrating oral microbiota and clinical features for predicting osteoporosis and bone loss in high-altitude populations. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Wang J – PersonEntity: Name: NameFull: Yang F – PersonEntity: Name: NameFull: Hao S – PersonEntity: Name: NameFull: Dong C – PersonEntity: Name: NameFull: Tian Y – PersonEntity: Name: NameFull: Xu Y – PersonEntity: Name: NameFull: Yang S – PersonEntity: Name: NameFull: Yang H – PersonEntity: Name: NameFull: Xiao X – PersonEntity: Name: NameFull: Zheng T – PersonEntity: Name: NameFull: Zuo H – PersonEntity: Name: NameFull: Pei X – PersonEntity: Name: NameFull: Zhao X IsPartOfRelationships: – BibEntity: Dates: – D: 05 M: 03 Text: 2026 Mar 05 Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 1471-2180 Numbering: – Type: volume Value: 26 – Type: issue Value: 1 Titles: – TitleFull: BMC microbiology Type: main |
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