Our results suggest, the RF model performed better than all other models on the training dataset with 99% accuracy score and 99.5% accuracy on the testing dataset. Five machine learning models K nearest neighbor regression (KNN), support vector machine (SVM), random forest (RF), Linear discriminant analysis (LDA), and Logistic regression were developed using datasets from the National Center for Biotechnology. The objective of this study, therefore, was to develop models that can accurately classify COVID-19 viral sequences rapidly using protein vectors generated by neural word embedding technique. However, the current sequence alignment tools that use these databases are not able to detect novel COVID-19 viral sequences due to high sequence dissimilarity. Modern bioinformatics tools have made it possible to create large databases of protein sequences of various diseases, apply data mining techniques, and accurately diagnose diseases. Molecular-based methods such as the real-time reverse transcription polymerase chain reaction (rRT-PCR) for detecting COVID-19 is time consuming and prone to contamination. However, a current dearth of bioinformatics tools necessitates modeling studies to help diagnose COVID-19 cases. One way of combating such a public health concern is by using appropriate, rapid, and unbiased diagnostic tools for quick detection of infected people. Free drive-thru testing is available from 8 a.m.-4 p.m., seven days a week. Appointments are required and can be made by visiting .įind full details of COVID-19 information, including testing options, by visiting /COVID-19.The world was ambushed in 2019 by the COVID-19 virus which affected the health, economy, and lifestyle of individuals worldwide. Testing is available, with an appointment, at 1350 Bull Lea Road and in the Blue Lot of Kroger Field (enter off Alumni Drive). There is additional drive-up testing available 9 a.m.-4 p.m., Monday through Friday, at Southland Christian Church, 2349 Richmond Road. Testing is available 9 a.m.-4 p.m., Monday through Friday. Testing is also available at Bluegrass Community and Technical College, 500 Newtown Pike. Testing will continue at several locations across Lexington.įree, drive-up testing will be available 9 a.m.-4 p.m., Monday through Friday, at Easter Seals Cardinal Hill, 1900 Richmond Road. Results are generally available within 24-48 hours. Over 20,000 tests have been administered through the program in 85 testing days. Testing is available without an appointment. The program provides public testing at no cost to the individual. The Mayor’s Mobile Neighborhood Testing Program will be in service from 9 a.m.-4 p.m., January 14-16 at The Red Mile, 1200 Red Mile Road. MAYOR’S MOBILE NEIGHBORHOOD TESTING PROGRAM Until it’s our turn to be vaccinated, we must practice public health guidelines and continue to be tested,” Mayor Gorton said.Īs of Friday, January 8, the Lexington-Fayette County Health Department reported 25,003 confirmed COVID-19 cases in Lexington, with 165 deaths. Unfortunately, Lexington has had over 25,000 confirmed COVID-19 cases in the past 10 months. “We all share the hope the COVID-19 vaccine brings. This is in addition to the numerous other locations across the City that offer free testing, including sites at Bluegrass Community & Technical College Newtown Pike Campus, Kroger Field Blue Lot, and Easter Seals Cardinal Hill Richmond Road location. The Mayor’s Mobile Testing Program is moving to The Red Mile for COVID-19 testing next week.
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