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A Machine Learning Application Based in Random Forest for Integrating Mass Spectrometry-Based Metabolomic Data: A Simple Screening Method for Patients With Zika Virus.

Autor: Melo CFOR; Innovare Biomarkers Laboratory, School of Pharmaceutical Sciences (FCF), University of Campinas, Campinas, Brazil., Navarro LC; RECOD Laboratory, Institute of Computing (IC), University of Campinas, Campinas, Brazil., de Oliveira DN; Innovare Biomarkers Laboratory, School of Pharmaceutical Sciences (FCF), University of Campinas, Campinas, Brazil., Guerreiro TM; Innovare Biomarkers Laboratory, School of Pharmaceutical Sciences (FCF), University of Campinas, Campinas, Brazil., Lima EO; Innovare Biomarkers Laboratory, School of Pharmaceutical Sciences (FCF), University of Campinas, Campinas, Brazil., Delafiori J; Innovare Biomarkers Laboratory, School of Pharmaceutical Sciences (FCF), University of Campinas, Campinas, Brazil., Dabaja MZ; Innovare Biomarkers Laboratory, School of Pharmaceutical Sciences (FCF), University of Campinas, Campinas, Brazil., Ribeiro MDS; Innovare Biomarkers Laboratory, School of Pharmaceutical Sciences (FCF), University of Campinas, Campinas, Brazil., de Menezes M; Innovare Biomarkers Laboratory, School of Pharmaceutical Sciences (FCF), University of Campinas, Campinas, Brazil., Rodrigues RGM; Innovare Biomarkers Laboratory, School of Pharmaceutical Sciences (FCF), University of Campinas, Campinas, Brazil., Morishita KN; Innovare Biomarkers Laboratory, School of Pharmaceutical Sciences (FCF), University of Campinas, Campinas, Brazil., Esteves CZ; Innovare Biomarkers Laboratory, School of Pharmaceutical Sciences (FCF), University of Campinas, Campinas, Brazil., de Amorim ALL; Innovare Biomarkers Laboratory, School of Pharmaceutical Sciences (FCF), University of Campinas, Campinas, Brazil., Aoyagui CT; Innovare Biomarkers Laboratory, School of Pharmaceutical Sciences (FCF), University of Campinas, Campinas, Brazil., Parise PL; Department of Genetics, Evolution, Microbiology and Immunology, Biology Institute, University of Campinas, Campinas, Brazil., Milanez GP; Department of Genetics, Evolution, Microbiology and Immunology, Biology Institute, University of Campinas, Campinas, Brazil., do Nascimento GM; Department of Genetics, Evolution, Microbiology and Immunology, Biology Institute, University of Campinas, Campinas, Brazil., Ribas Freitas AR; Campinas Department of Public Health Surveillance, Campinas, Brazil.; São Leopoldo Mandic Institute and Research Center, Campinas, Brazil., Angerami R; Clinical Pathology Department, School of Medical Sciences, University of Campinas, Campinas, Brazil., Costa FTM; Department of Genetics, Evolution, Microbiology and Immunology, Biology Institute, University of Campinas, Campinas, Brazil., Arns CW; Department of Genetics, Evolution, Microbiology and Immunology, Biology Institute, University of Campinas, Campinas, Brazil., Resende MR; Clinical Pathology Department, School of Medical Sciences, University of Campinas, Campinas, Brazil., Amaral E; Obstetrics and Gynecology Department, School of Medical Sciences, University of Campinas, Campinas, Brazil., Junior RP; Obstetrics and Gynecology Department, School of Medical Sciences, University of Campinas, Campinas, Brazil., Ribeiro-do-Valle CC; Obstetrics and Gynecology Department, School of Medical Sciences, University of Campinas, Campinas, Brazil., Milanez H; Obstetrics and Gynecology Department, School of Medical Sciences, University of Campinas, Campinas, Brazil., Moretti ML; Clinical Pathology Department, School of Medical Sciences, University of Campinas, Campinas, Brazil., Proenca-Modena JL; Department of Genetics, Evolution, Microbiology and Immunology, Biology Institute, University of Campinas, Campinas, Brazil., Avila S; RECOD Laboratory, Institute of Computing (IC), University of Campinas, Campinas, Brazil., Rocha A; RECOD Laboratory, Institute of Computing (IC), University of Campinas, Campinas, Brazil., Catharino RR; Innovare Biomarkers Laboratory, School of Pharmaceutical Sciences (FCF), University of Campinas, Campinas, Brazil.

Publikováno v: Frontiers in bioengineering and biotechnology [Front Bioeng Biotechnol] 2018 Apr 11; Vol. 6, pp. 31. Date of Electronic Publication: 2018 Apr 11 (Print Publication: 2018).