{"id":433994,"date":"2026-08-24T17:23:47","date_gmt":"2026-08-24T09:23:47","guid":{"rendered":"https:\/\/library.usj.edu.mo\/?post_type=tnc_col_19837_item&#038;p=433994"},"modified":"2026-08-24T18:33:22","modified_gmt":"2026-08-24T10:33:22","slug":"training-strategies-for-covid-19-severity-classification","status":"publish","type":"tnc_col_19837_item","link":"https:\/\/library.usj.edu.mo\/zh\/scholarly-work-usj\/training-strategies-for-covid-19-severity-classification\/","title":{"rendered":"TRAINING STRATEGIES FOR\u00a0COVID-19 SEVERITY CLASSIFICATION"},"content":{"rendered":"<p>THE COVID-19 PANDEMIC HAS POSED A SIGNIFICANT PUBLIC HEALTH CHALLENGE ON A GLOBAL SCALE. IT IS IMPERATIVE THAT WE CONTINUE TO UNDERTAKE RESEARCH IN ORDER TO IDENTIFY EARLY MARKERS OF DISEASE PROGRESSION, ENHANCE PATIENT CARE THROUGH PROMPT DIAGNOSIS, IDENTIFICATION OF HIGH-RISK PATIENTS, EARLY PREVENTION, AND EFFICIENT ALLOCATION OF MEDICAL RESOURCES. IN THIS PARTICULAR STUDY, WE OBTAINED 100 5-MIN ELECTROCARDIOGRAMS (ECGS) FROM 50 COVID-19 VOLUNTEERS IN TWO DIFFERENT POSITIONS, NAMELY UPRIGHT AND SUPINE, WHO WERE CATEGORIZED AS EITHER MODERATELY OR CRITICALLY ILL. WE USED CLASSIFICATION ALGORITHMS TO ANALYZE HEART RATE VARIABILITY (HRV) METRICS DERIVED FROM THE ECGS OF THE VOLUNTEERS WITH THE GOAL OF PREDICTING THE SEVERITY OF ILLNESS. OUR STUDY CHOOSE A CONFIGURATION PRO SVC THAT ACHIEVED 76% OF ACCURACY, AND 0.84 ON F1 SCORE IN PREDICTING THE SEVERITY OF COVID-19 BASED ON HRV METRICS.<\/p>","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","format":"standard","class_list":["post-433994","tnc_col_19837_item","type-tnc_col_19837_item","status-publish","format-standard","hentry","tnc_tax_19993-sdg-3-good-health-and-well-being","tnc_tax_19818-english","tnc_tax_19716-faculty-of-business-and-law","tnc_tax_19659-conferencepaper"],"taxonomy_info":[],"featured_image_src_large":false,"author_info":[],"comment_info":0,"featured_img":false,"coauthors":[],"author_meta":{"author_link":"https:\/\/library.usj.edu.mo\/zh\/author\/emilychan\/","display_name":"emily chan"},"relative_dates":{"created":"Posted 1 \u9031 ago","modified":"Updated 1 \u9031 ago"},"absolute_dates":{"created":"Posted on 24 8 \u6708, 2026","modified":"Updated on 24 8 \u6708, 2026"},"absolute_dates_time":{"created":"Posted on 24 8 \u6708, 2026 5:23 \u4e0b\u5348","modified":"Updated on 24 8 \u6708, 2026 6:33 \u4e0b\u5348"},"featured_img_caption":"","tax_additional":{"tnc_tax_19993":{"linked":["<a href=\"https:\/\/library.usj.edu.mo\/zh\/sdgs\/sdg-3-good-health-and-well-being\/\" class=\"advgb-post-tax-term\">SDG 3 Good Health and Well-being<\/a>"],"unlinked":["<span class=\"advgb-post-tax-term\">SDG 3 Good Health and Well-being<\/span>"],"slug":"tnc_tax_19993","name":"SDGs"},"tnc_tax_19818":{"linked":["<a href=\"https:\/\/library.usj.edu.mo\/zh\/language\/english\/\" class=\"advgb-post-tax-term\">ENGLISH<\/a>"],"unlinked":["<span class=\"advgb-post-tax-term\">ENGLISH<\/span>"],"slug":"tnc_tax_19818","name":"LANGUAGE"},"tnc_tax_19716":{"linked":["<a href=\"https:\/\/library.usj.edu.mo\/zh\/faculty-research-unit\/faculty-of-business-and-law\/\" class=\"advgb-post-tax-term\">FACULTY OF BUSINESS AND LAW<\/a>"],"unlinked":["<span class=\"advgb-post-tax-term\">FACULTY OF BUSINESS AND LAW<\/span>"],"slug":"tnc_tax_19716","name":"FACULTY \/ RESEARCH UNIT"},"tnc_tax_19664":{"linked":[],"unlinked":[],"slug":"tnc_tax_19664","name":"SUBJECT"},"tnc_tax_19659":{"linked":["<a href=\"https:\/\/library.usj.edu.mo\/zh\/resource-type\/conferencepaper\/\" class=\"advgb-post-tax-term\">Conference Paper<\/a>"],"unlinked":["<span class=\"advgb-post-tax-term\">Conference Paper<\/span>"],"slug":"tnc_tax_19659","name":"Document Type"}},"series_order":"","_links":{"self":[{"href":"https:\/\/library.usj.edu.mo\/zh\/wp-json\/wp\/v2\/tnc_col_19837_item\/433994","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/library.usj.edu.mo\/zh\/wp-json\/wp\/v2\/tnc_col_19837_item"}],"about":[{"href":"https:\/\/library.usj.edu.mo\/zh\/wp-json\/wp\/v2\/types\/tnc_col_19837_item"}],"replies":[{"embeddable":true,"href":"https:\/\/library.usj.edu.mo\/zh\/wp-json\/wp\/v2\/comments?post=433994"}],"version-history":[{"count":1,"href":"https:\/\/library.usj.edu.mo\/zh\/wp-json\/wp\/v2\/tnc_col_19837_item\/433994\/revisions"}],"predecessor-version":[{"id":436474,"href":"https:\/\/library.usj.edu.mo\/zh\/wp-json\/wp\/v2\/tnc_col_19837_item\/433994\/revisions\/436474"}],"wp:attachment":[{"href":"https:\/\/library.usj.edu.mo\/zh\/wp-json\/wp\/v2\/media?parent=433994"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}