ArticleDiagnostics (Basel, Switzerland)2026
Machine Learning Integration of Clinical and Molecular Biomarkers to Predict Vascular Complications in Type 2 Diabetes.
Gerardo García-Gil, Víctor Manuel Medina-Pérez, Joaquín Becerra-Contreras, José Alfonso Cruz-Ramos, Esteban González-Díaz, Héctor Raúl Pérez-Gómez, Kevin Javier Arellano-Arteaga, Arailym Yessenbekova, Botagoz Ussipbek, Nurzhanyat Ablaikhanova and 2 more
Abstract read
In one paragraphArticle in Diagnostics (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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What it found
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2 · The registryThe trial behind it
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3 · Its place in the literatureWho cites it
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4 · The recordCorrections and comments
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5 · Who and what moneyAuthors and funding
12 authors.
Gerardo García-GilCentro de Enseñanza Técnica Industrial, Subdirección de Investigación y Extensión, Laboratorio de Biomédica/IDS, Guadalajara 44638, Mexico.ORCID 0000-0002-0884-7893 Víctor Manuel Medina-PérezLaboratorio de Sistemas Autónomos para Diseño Biotecnológico, Maestría en Ciencias en Bioingeniería y Cómputo Inteligente, Centro Universitario de Ciencias Exactas e Ingenierías, Universidad de Guadalajara, Guadalajara 44430, Mexico.ORCID 0009-0006-4598-0649 Joaquín Becerra-ContrerasCentro Universitario de Ciencias Biológicas y Agropecuarias, Universidad de Guadalajara, Zapopan 44600, Mexico.
José Alfonso Cruz-RamosInstituto de Patología Infecciosa y Experimental Francisco Ruiz Sánchez, Centro Universitario de Ciencias de la Salud, Universidad de Guadalajara, Guadalajara 44340, Mexico.ORCID 0000-0002-5791-612X Esteban González-DíazInstituto de Patología Infecciosa y Experimental Francisco Ruiz Sánchez, Centro Universitario de Ciencias de la Salud, Universidad de Guadalajara, Guadalajara 44340, Mexico.ORCID 0000-0002-9743-3739 Héctor Raúl Pérez-GómezInstituto de Patología Infecciosa y Experimental Francisco Ruiz Sánchez, Centro Universitario de Ciencias de la Salud, Universidad de Guadalajara, Guadalajara 44340, Mexico.
Kevin Javier Arellano-ArteagaServicio de Medicina Interna, Nuevo Hospital Civil de Guadalajara Dr. Juan I. Menchaca, Departamento de Clínicas Médicas, Centro Universitario de Ciencias de la Salud, Universidad de Guadalajara, Guadalajara 44340, Mexico.ORCID 0000-0002-4243-497X Arailym YessenbekovaDepartment of Biophysics, Biomedicine and Neuroscience, Farabi University, Farabi Av. 71, Almaty 050040, Kazakhstan.ORCID 0000-0002-0706-6614 Botagoz UssipbekDepartment of Biophysics, Biomedicine and Neuroscience, Farabi University, Farabi Av. 71, Almaty 050040, Kazakhstan.ORCID 0000-0002-5204-4748 Nurzhanyat AblaikhanovaDepartment of Biophysics, Biomedicine and Neuroscience, Farabi University, Farabi Av. 71, Almaty 050040, Kazakhstan.ORCID 0000-0001-7288-1917 Iryna RusanovaDepartamento de Bioquímica y Biología Molecular I, Facultad de Ciencias, Universidad de Granada, 18016 Granada, Spain.ORCID 0000-0002-9034-7600 Gabriela Del C López-ArmasCentro de Enseñanza Técnica Industrial, Subdirección de Investigación y Extensión, Laboratorio de Biomédica/IDS, Guadalajara 44638, Mexico.ORCID 0000-0001-8571-8764 Funding
No grant is acknowledged in the PubMed record.
6 · The paper itselfAbstract
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Indexed as
clinical decision supportdiabetes mellitus Type 2machine learningmacrovascularmicrovascularpredictive modelingRandom Forest
Identifiers
PMID42449822
PMCPMC13359662
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