Enhancing SARS-CoV‑2 Lineage Surveillance through the Integration of a Simple and Direct qPCR-Based Protocol Adaptation with Established Machine Learning Algorithms - Aksenen, Cleber Furtado; Ferreira, Debora Maria Almeida; Jeronimo, Pedro Miguel Carneiro; Costa, Thais de Oliveira; de Souza, Ticiane Cavalcante; Lino, Bruna Maria Nepomuceno Sousa; Farias, Allysson Allan de; Miyajima, Fabio (Analytical chemistry (Washington), 2024)
Keywords: Algorithms; analytical chemistry; Assaying; Assessments; Brazil; Coronaviruses; Cost effectiveness; COVID-19; COVID-19 - diagnosis; COVID-19 - virology; data collection; DNA probes; DNA-directed RNA polymerase; Dyes; Electrophoresis; Epidemiology; gel electrophoresis; Gene deletion; Gene sequencing; Genomic analysis; Genomics; Humans; Learning algorithms; Machine Learning; monitoring; Next-generation sequencing; Observational learning; pandemic; Pandemics; pathogens; Polymerase chain reaction; Public health; quantitative polymerase chain reaction; rapid methods; Real-Time Polymerase Chain Reaction - methods; RNA; RNA, Viral - analysis; RNA, Viral - genetics; SARS-CoV-2 - genetics; SARS-CoV-2 - isolation & purification; Severe acute respiratory syndrome coronavirus 2; Support vector machines; Surveillance; Viral diseases; Whole genome sequencing; Brazil