Development and Internal Validation of a Machine Learning-Based Classification Model for Identifying Cognitive Frailty in Older Inpatients with Type 2 Diabetes Mellitus.
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| Title: | Development and Internal Validation of a Machine Learning-Based Classification Model for Identifying Cognitive Frailty in Older Inpatients with Type 2 Diabetes Mellitus. |
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| Authors: | Wang S; Nursing Department, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, People's Republic of China., Tan T; Nursing Department, Affiliated Hospital of North Sichuan Medical College, Nanchong, People's Republic of China., Wang Q; Nursing Department, Affiliated Hospital of North Sichuan Medical College, Nanchong, People's Republic of China., Xu C; Nursing Department, Affiliated Hospital of North Sichuan Medical College, Nanchong, People's Republic of China., Yang C; Department of Stomatology, Affiliated Hospital of North Sichuan Medical College, Nanchong, People's Republic of China., Wang M; Outpatient Department, Affiliated Hospital of North Sichuan Medical College, Nanchong, People's Republic of China., Dai K; Department of Critical Care Medicine, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, People's Republic of China. |
| Source: | Clinical interventions in aging [Clin Interv Aging] 2026 Jul 01; Vol. 21, pp. 594752. Date of Electronic Publication: 2026 Jul 01 (Print Publication: 2026). |
| Publication Type: | Journal Article; Validation Study |
| Journal Info: | Publisher: Dove Medical Press Country of Publication: New Zealand NLM ID: 101273480 Publication Model: eCollection Cited Medium: Internet ISSN: 1178-1998 (Electronic) Linking ISSN: 11769092 NLM ISO Abbreviation: Clin Interv Aging Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
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| FullText | Links: – Type: pdflink Text: Availability: 1 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 42403562 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Development and Internal Validation of a Machine Learning-Based Classification Model for Identifying Cognitive Frailty in Older Inpatients with Type 2 Diabetes Mellitus. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Wang+S%22">Wang S</searchLink>; Nursing Department, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, People's Republic of China.<br /><searchLink fieldCode="AU" term="%22Tan+T%22">Tan T</searchLink>; Nursing Department, Affiliated Hospital of North Sichuan Medical College, Nanchong, People's Republic of China.<br /><searchLink fieldCode="AU" term="%22Wang+Q%22">Wang Q</searchLink>; Nursing Department, Affiliated Hospital of North Sichuan Medical College, Nanchong, People's Republic of China.<br /><searchLink fieldCode="AU" term="%22Xu+C%22">Xu C</searchLink>; Nursing Department, Affiliated Hospital of North Sichuan Medical College, Nanchong, People's Republic of China.<br /><searchLink fieldCode="AU" term="%22Yang+C%22">Yang C</searchLink>; Department of Stomatology, Affiliated Hospital of North Sichuan Medical College, Nanchong, People's Republic of China.<br /><searchLink fieldCode="AU" term="%22Wang+M%22">Wang M</searchLink>; Outpatient Department, Affiliated Hospital of North Sichuan Medical College, Nanchong, People's Republic of China.<br /><searchLink fieldCode="AU" term="%22Dai+K%22">Dai K</searchLink>; Department of Critical Care Medicine, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, People's Republic of China. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22101273480%22">Clinical interventions in aging</searchLink> [Clin Interv Aging] 2026 Jul 01; Vol. 21, pp. 594752. <i>Date of Electronic Publication: </i>2026 Jul 01 (<i>Print Publication: </i>2026). – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article; Validation Study – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Dove+Medical+Press%22">Dove Medical Press </searchLink><i>Country of Publication: </i>New Zealand <i>NLM ID: </i>101273480 <i>Publication Model: </i>eCollection <i>Cited Medium: </i>Internet <i>ISSN: </i>1178-1998 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2211769092%22">11769092 </searchLink><i>NLM ISO Abbreviation: </i>Clin Interv Aging <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=42403562 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.2147/CIA.S594752 Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: 594752 Titles: – TitleFull: Development and Internal Validation of a Machine Learning-Based Classification Model for Identifying Cognitive Frailty in Older Inpatients with Type 2 Diabetes Mellitus. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Wang S – PersonEntity: Name: NameFull: Tan T – PersonEntity: Name: NameFull: Wang Q – PersonEntity: Name: NameFull: Xu C – PersonEntity: Name: NameFull: Yang C – PersonEntity: Name: NameFull: Wang M – PersonEntity: Name: NameFull: Dai K IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 07 Text: 2026 Jul 01 Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 1178-1998 Numbering: – Type: volume Value: 21 Titles: – TitleFull: Clinical interventions in aging Type: main |
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