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Stratification of Pro-Atherogenic Phenotypes in Prediabetes Using Machine Learning.

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第一作者： Liana,Signorini

第一单位： Graduate Program in Pharmaceutical Sciences, Laboratory of the Research Group on Metabolic Diseases, Federal University of Parana, Curitiba 80210-170, Brazil.

作者： Liana,Signorini ^[1] ; Waldemar,Volanski ^[2] ; Ademir Luiz do,Prado ^[3] ; Glaucio,Valdameri ^[4] ; Mauren Isfer,Anghebem ^[5] ; Vivian Rotuno,Moure ^[4] ; Marcel Henrique Marcondes,Sari ^[1] ; Geraldo,Picheth ^[1] ; Fabiane Gomes de Moraes,Rego ^[1]

作者单位： Graduate Program in Pharmaceutical Sciences, Laboratory of the Research Group on Metabolic Diseases, Federal University of Parana, Curitiba 80210-170, Brazil. ^[1] Graduate Program in Pharmaceutical Sciences, Laboratory of the Research Group on Metabolic Diseases, Federal University of Parana, Curitiba 80210-170, Brazil.;Laboratory Division of the Curitiba City Hall, Curitiba 81050-290, Brazil. ^[2] Graduate Program in Pharmaceutical Sciences, Laboratory of the Research Group on Metabolic Diseases, Federal University of Parana, Curitiba 80210-170, Brazil.;Department of Computer Science, Federal Institute of Parana, Colombo 83403-515, Brazil. ^[3] Graduate Program in Pharmaceutical Sciences, Laboratory of Cancer Drug Resistance, Federal University of Parana, Curitiba 80210-170, Brazil. ^[4] Graduate Program in Pharmaceutical Sciences, Laboratory of the Research Group on Metabolic Diseases, Federal University of Parana, Curitiba 80210-170, Brazil.;School of Medicine and Life Sciences, Pontifical Catholic University of Parana, Curitiba 80215-901, Brazil. ^[5]

关键词 ROC curve artificial intelligence binomial logistic regression cluster intermediate hyperglycemia k-means knowledge discovery database lipid biomarkers

DOI 10.3390/biomedicines14030651

PMID 41898297

发布时间 2026-03-30

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Stratification of Pro-Atherogenic Phenotypes in Prediabetes Using Machine Learning.

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Stratification of Pro-Atherogenic Phenotypes in Prediabetes Using Machine Learning.

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