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Destination: mk:title Children: Item: Title: 1 Introduction Destination: mk:H1_1 Item: Title: 2 Research design and methods Destination: mk:H1_2 Children: Item: Title: 2.1 Study design and data source Destination: mk:H2_1 Item: Title: 2.2 Study population Destination: mk:H2_2 Item: Title: 2.3 Data extraction Destination: mk:H2_3 Item: Title: 2.4 Study variables Destination: mk:H2_4 Item: Title: 2.5 Classification of persons with DM: Classification predictive model training, validation and data analyses Destination: mk:H2_5 Item: Title: 2.6 Ethical considerations and study approval Destination: mk:H2_6 Item: Title: 3 Results Destination: mk:H1_3 Children: Item: Title: 3.1 Study population Destination: mk:H2_7 Item: Title: 3.2 Prevalence of T1DM and T2DM in the hospital setting Destination: mk:H2_8 Item: Title: 3.3 Demographic and clinical characteristics of persons with DM in the hospital setting Destination: mk:H2_9 Item: Title: 3.4 Evolution of DM individuals in the hospital setting Destination: mk:H2_10 Item: Title: 4 Discussion Destination: mk:H1_4 Item: Title: Conflict of interest Destination: mk:H1_5 Item: Title: CRediT authorship contribution statement Destination: mk:H1_6 Item: Title: Declaration of competing interest Destination: mk:HH1_3 Item: Title: Acknowledgements Destination: mk:HH1_4 Item: Title: Appendix A Supplementary material Destination: mk:H1_7 Item: Title: References Destination: mk:HH2_1 Info: Title: Characterizing the clinical profile and prevalence of people with diabetes attended in the hospital setting by using unstructured healthcare data and natural language processing: the Diabetic@ study Author: A.J. 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10.1016/j.diabres.2025.112214 Elsevier B.V. Diabetes Research and Clinical Practice, 226 (2025) 112214. doi:10.1016/j.diabres.2025.112214 Diabetes Mellitus (DM) Natural Language Processing (NLP) Machine Learning (ML) Unstructured Data Diabetes Comorbidities Diabetes Complications Characterizing the clinical profile and prevalence of people with diabetes attended in the hospital setting by using unstructured healthcare data and natural language processing: the Diabetic@ study A.J. Blanco-Carrasco J.F. Merino-Torres M. Rubio Almanza G. Canovas Molina M.A. Brito-Sanfiel D.E. Barajas Galindo L.A. Cuellar Olmedo D. Mauricio S. Tofé Povedano J.A. Balsa Barro J.J. Aparicio Sánchez M. Sequera Mutiozabal B. Pimentel A. Pérez Domínguez C. Arias-Cabrales V. Fanjul L. Pérez de Isla J.F. Navarro González VoR 30th July 2025 Acrobat Distiller 8.1.0 (Windows) Diabetes Mellitus (DM),Natural Language Processing (NLP),Machine Learning (ML),Unstructured Data,Diabetes Comorbidities,Diabetes Complications 30th July 2025 sciencedirect.com elsevier.com true 2010-04-23 7.0.1 10.1016/j.diabres.2025.112214 noindex journal © 2025 The Authors. 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