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A machine learning approach for type 2 diabetes diagnosis and prognosis using tailored heterogeneous feature subsets.

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Title: A machine learning approach for type 2 diabetes diagnosis and prognosis using tailored heterogeneous feature subsets.
Authors: Navarro-Cerdán JR; Universitat Politècnica de València, Camí de Vera, s/n, 46022, València, Spain. jonacer@upv.es.; ITI, Universitat Politècnica de València, Camino de Vera s/n, 46022, València, Spain. jonacer@upv.es., Pons-Suñer P; ITI, Instituto Tecnológico de Informática, Camino de Vera s/n, 46022, València, Spain., Arnal L; ITI, Instituto Tecnológico de Informática, Camino de Vera s/n, 46022, València, Spain., Arlandis J; Universitat Politècnica de València, Camí de Vera, s/n, 46022, València, Spain.; ITI, Universitat Politècnica de València, Camino de Vera s/n, 46022, València, Spain., Llobet R; Universitat Politècnica de València, Camí de Vera, s/n, 46022, València, Spain.; ITI, Universitat Politècnica de València, Camino de Vera s/n, 46022, València, Spain., Perez-Cortes JC; Universitat Politècnica de València, Camí de Vera, s/n, 46022, València, Spain.; ITI, Universitat Politècnica de València, Camino de Vera s/n, 46022, València, Spain., Lara-Hernández F; Genomic and Diabetes Unit, INCLIVA Biomedical Research Institute, 46010, València, Spain., Moya-Valera C; Genomic and Diabetes Unit, INCLIVA Biomedical Research Institute, 46010, València, Spain., Quiroz-Rodriguez ME; Genomic and Diabetes Unit, INCLIVA Biomedical Research Institute, 46010, València, Spain., Rojo-Martinez G; CIBERDEM, ISCIII, Madrid, Spain.; UGC Endocrinología y Nutrición, Hospital regional Universitario de Málaga, Instituto de Investigación Biomédica de Málaga y Plataforma en Nanomedicina-IBIMA Plataforma BIONAND, Málaga, Spain., Valdés S; CIBERDEM, ISCIII, Madrid, Spain.; UGC Endocrinología y Nutrición, Hospital regional Universitario de Málaga, Instituto de Investigación Biomédica de Málaga y Plataforma en Nanomedicina-IBIMA Plataforma BIONAND, Málaga, Spain., Montanya E; CIBERDEM, ISCIII, Madrid, Spain.; Bellvitge Hospital-IDIBELL, Barcelona, Spain.; Department of Clinical Sciences, Barcelona, Spain., Calle-Pascual AL; Medical School, University Complutense, Madrid, Spain.; Endocrinology and Nutrition Department, Hospital Clínico Universitario San Carlos, Madrid, Spain., Franch-Nadal J; CIBERDEM, ISCIII, Madrid, Spain.; EAP Raval Sud, Catalan Institute of Health, GEDAPS Network, Primary Care, Research Support Unit (IDIAP-Jordi Gol Foundation), Barcelona, Spain., Delgado E; Department of Endocrinology and Nutrition, Central University Hospital of Asturias, Health Research Institute of the Principality of Asturias, Oviedo, Spain.; CIBERER, Madrid, Spain., Castaño L; CIBERDEM, ISCIII, Madrid, Spain.; CIBERER, Madrid, Spain.; Cruces University Hospital, Biocruces Bizkaia Health Research Institute, Endo-ERN, UPV/EHU, Barakaldo, Spain., García-García AB; Genomic and Diabetes Unit, INCLIVA Biomedical Research Institute, 46010, València, Spain.; CIBERDEM, ISCIII, Madrid, Spain., Chaves FJ; Genomic and Diabetes Unit, INCLIVA Biomedical Research Institute, 46010, València, Spain.; CIBERDEM, ISCIII, Madrid, Spain.
Source: Medical & biological engineering & computing [Med Biol Eng Comput] 2025 Sep; Vol. 63 (9), pp. 2733-2752. Date of Electronic Publication: 2025 Apr 08.
Publication Type: Journal Article
Journal Info: Publisher: Springer Country of Publication: United States NLM ID: 7704869 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1741-0444 (Electronic) Linking ISSN: 01400118 NLM ISO Abbreviation: Med Biol Eng Comput Subsets: MEDLINE
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  Data: A machine learning approach for type 2 diabetes diagnosis and prognosis using tailored heterogeneous feature subsets.
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  Data: <searchLink fieldCode="AU" term="%22Navarro-Cerdán+JR%22">Navarro-Cerdán JR</searchLink>; Universitat Politècnica de València, Camí de Vera, s/n, 46022, València, Spain. jonacer@upv.es.; ITI, Universitat Politècnica de València, Camino de Vera s/n, 46022, València, Spain. jonacer@upv.es.<br /><searchLink fieldCode="AU" term="%22Pons-Suñer+P%22">Pons-Suñer P</searchLink>; ITI, Instituto Tecnológico de Informática, Camino de Vera s/n, 46022, València, Spain.<br /><searchLink fieldCode="AU" term="%22Arnal+L%22">Arnal L</searchLink>; ITI, Instituto Tecnológico de Informática, Camino de Vera s/n, 46022, València, Spain.<br /><searchLink fieldCode="AU" term="%22Arlandis+J%22">Arlandis J</searchLink>; Universitat Politècnica de València, Camí de Vera, s/n, 46022, València, Spain.; ITI, Universitat Politècnica de València, Camino de Vera s/n, 46022, València, Spain.<br /><searchLink fieldCode="AU" term="%22Llobet+R%22">Llobet R</searchLink>; Universitat Politècnica de València, Camí de Vera, s/n, 46022, València, Spain.; ITI, Universitat Politècnica de València, Camino de Vera s/n, 46022, València, Spain.<br /><searchLink fieldCode="AU" term="%22Perez-Cortes+JC%22">Perez-Cortes JC</searchLink>; Universitat Politècnica de València, Camí de Vera, s/n, 46022, València, Spain.; ITI, Universitat Politècnica de València, Camino de Vera s/n, 46022, València, Spain.<br /><searchLink fieldCode="AU" term="%22Lara-Hernández+F%22">Lara-Hernández F</searchLink>; Genomic and Diabetes Unit, INCLIVA Biomedical Research Institute, 46010, València, Spain.<br /><searchLink fieldCode="AU" term="%22Moya-Valera+C%22">Moya-Valera C</searchLink>; Genomic and Diabetes Unit, INCLIVA Biomedical Research Institute, 46010, València, Spain.<br /><searchLink fieldCode="AU" term="%22Quiroz-Rodriguez+ME%22">Quiroz-Rodriguez ME</searchLink>; Genomic and Diabetes Unit, INCLIVA Biomedical Research Institute, 46010, València, Spain.<br /><searchLink fieldCode="AU" term="%22Rojo-Martinez+G%22">Rojo-Martinez G</searchLink>; CIBERDEM, ISCIII, Madrid, Spain.; UGC Endocrinología y Nutrición, Hospital regional Universitario de Málaga, Instituto de Investigación Biomédica de Málaga y Plataforma en Nanomedicina-IBIMA Plataforma BIONAND, Málaga, Spain.<br /><searchLink fieldCode="AU" term="%22Valdés+S%22">Valdés S</searchLink>; CIBERDEM, ISCIII, Madrid, Spain.; UGC Endocrinología y Nutrición, Hospital regional Universitario de Málaga, Instituto de Investigación Biomédica de Málaga y Plataforma en Nanomedicina-IBIMA Plataforma BIONAND, Málaga, Spain.<br /><searchLink fieldCode="AU" term="%22Montanya+E%22">Montanya E</searchLink>; CIBERDEM, ISCIII, Madrid, Spain.; Bellvitge Hospital-IDIBELL, Barcelona, Spain.; Department of Clinical Sciences, Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22Calle-Pascual+AL%22">Calle-Pascual AL</searchLink>; Medical School, University Complutense, Madrid, Spain.; Endocrinology and Nutrition Department, Hospital Clínico Universitario San Carlos, Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22Franch-Nadal+J%22">Franch-Nadal J</searchLink>; CIBERDEM, ISCIII, Madrid, Spain.; EAP Raval Sud, Catalan Institute of Health, GEDAPS Network, Primary Care, Research Support Unit (IDIAP-Jordi Gol Foundation), Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22Delgado+E%22">Delgado E</searchLink>; Department of Endocrinology and Nutrition, Central University Hospital of Asturias, Health Research Institute of the Principality of Asturias, Oviedo, Spain.; CIBERER, Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22Castaño+L%22">Castaño L</searchLink>; CIBERDEM, ISCIII, Madrid, Spain.; CIBERER, Madrid, Spain.; Cruces University Hospital, Biocruces Bizkaia Health Research Institute, Endo-ERN, UPV/EHU, Barakaldo, Spain.<br /><searchLink fieldCode="AU" term="%22García-García+AB%22">García-García AB</searchLink>; Genomic and Diabetes Unit, INCLIVA Biomedical Research Institute, 46010, València, Spain.; CIBERDEM, ISCIII, Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22Chaves+FJ%22">Chaves FJ</searchLink>; Genomic and Diabetes Unit, INCLIVA Biomedical Research Institute, 46010, València, Spain.; CIBERDEM, ISCIII, Madrid, Spain.
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