{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,27]],"date-time":"2026-02-27T16:30:37Z","timestamp":1772209837307,"version":"3.50.1"},"reference-count":12,"publisher":"Public Library of Science (PLoS)","issue":"12","license":[{"start":{"date-parts":[[2020,12,9]],"date-time":"2020-12-09T00:00:00Z","timestamp":1607472000000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["www.plosone.org"],"crossmark-restriction":false},"short-container-title":["PLoS ONE"],"abstract":"<jats:sec id=\"sec001\">\n                    <jats:title>Objectives<\/jats:title>\n                    <jats:p>We report on the key clinical predictors of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection and present a clinical decision rule that can risk stratify patients for COVID-19.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec id=\"sec002\">\n                    <jats:title>Design, participants and setting<\/jats:title>\n                    <jats:p>A prospective cohort of patients assessed for COVID-19 at a screening clinic in Melbourne, Australia. The primary outcome was a positive COVID-19 test from nasopharyngeal swab. A backwards stepwise logistic regression was used to derive a model of clinical variables predictive of a positive COVID-19 test. Internal validation of the final model was performed using bootstrapped samples and the model scoring derived from the coefficients, with modelling performed for increasing prevalence.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec id=\"sec003\">\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>\n                      Of 4226 patients with suspected COVID-19 who were assessed, 2976 patients underwent SARS-CoV-2 testing (n = 108 SARS-CoV-2 positive) and were used to determine factors associated with a positive COVID-19 test. The 7 features associated with a positive COVID-19 test on multivariable analysis were:\n                      <jats:bold>C<\/jats:bold>\n                      OVID-19 patient exposure or international travel,\n                      <jats:bold>M<\/jats:bold>\n                      yalgia\/malaise,\n                      <jats:bold>A<\/jats:bold>\n                      nosmia or ageusia,\n                      <jats:bold>T<\/jats:bold>\n                      emperature,\n                      <jats:bold>C<\/jats:bold>\n                      oryza\/sore throat,\n                      <jats:bold>H<\/jats:bold>\n                      ypoxia\u2013oxygen saturation &lt; 97%,\n                      <jats:bold>65<\/jats:bold>\n                      years or older\u2014summarized in the mnemonic\n                      <jats:bold>C<\/jats:bold>\n                      OVID-\n                      <jats:bold>MATCH65<\/jats:bold>\n                      . Internal validation showed an AUC of 0.836. A cut-off of \u2265 1.5 points was associated with a 92.6% sensitivity and 99.5% negative predictive value (NPV) for COVID-19.\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec id=\"sec004\">\n                    <jats:title>Conclusions<\/jats:title>\n                    <jats:p>From the largest prospective outpatient cohort of suspected COVID-19 we define the clinical factors predictive of a positive SARS-CoV-2 test. The subsequent clinical decision rule, COVID-MATCH65, has a high sensitivity and NPV for SARS-CoV-2 and can be employed in the pandemic, adjusted for disease prevalence, to aid COVID-19 risk-assessment and vital testing resource allocation.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.1371\/journal.pone.0243414","type":"journal-article","created":{"date-parts":[[2020,12,9]],"date-time":"2020-12-09T18:49:21Z","timestamp":1607539761000},"page":"e0243414","update-policy":"https:\/\/doi.org\/10.1371\/journal.pone.corrections_policy","source":"Crossref","is-referenced-by-count":8,"title":["COVID-MATCH65\u2014A prospectively derived clinical decision rule for severe acute respiratory syndrome coronavirus 2"],"prefix":"10.1371","volume":"15","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-5111-6367","authenticated-orcid":true,"given":"Jason A.","family":"Trubiano","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sara","family":"Vogrin","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Olivia C.","family":"Smibert","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Nada","family":"Marhoon","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Adrian A.","family":"Alexander","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kyra Y. L.","family":"Chua","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Fiona L.","family":"James","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Nicholas R. L.","family":"Jones","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sam E.","family":"Grigg","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Cecilia L. H.","family":"Xu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Nasreen","family":"Moini","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sam R.","family":"Stanley","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4480-4911","authenticated-orcid":true,"given":"Michael T.","family":"Birrell","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Morgan T.","family":"Rose","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Claire L.","family":"Gordon","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jason C.","family":"Kwong","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Natasha E.","family":"Holmes","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"340","published-online":{"date-parts":[[2020,12,9]]},"reference":[{"issue":"8","key":"pone.0243414.ref001","doi-asserted-by":"crossref","first-page":"727","DOI":"10.1056\/NEJMoa2001017","article-title":"A Novel Coronavirus from Patients with Pneumonia in China, 2019","volume":"382","author":"N Zhu","year":"2020","journal-title":"N Engl J Med"},{"issue":"10223","key":"pone.0243414.ref002","doi-asserted-by":"crossref","first-page":"497","DOI":"10.1016\/S0140-6736(20)30183-5","article-title":"Clinical features of patients infected with 2019 novel coronavirus in Wuhan, China","volume":"395","author":"C Huang","year":"2020","journal-title":"Lancet"},{"issue":"10223","key":"pone.0243414.ref003","doi-asserted-by":"crossref","first-page":"507","DOI":"10.1016\/S0140-6736(20)30211-7","article-title":"Epidemiological and clinical characteristics of 99 cases of 2019 novel coronavirus pneumonia in Wuhan, China: a descriptive study","volume":"395","author":"N Chen","year":"2020","journal-title":"Lancet"},{"key":"pone.0243414.ref004","article-title":"Clinical Characteristics of Coronavirus Disease 2019 in China","author":"WJ Guan","year":"2020","journal-title":"N Engl J Med"},{"issue":"6","key":"pone.0243414.ref005","doi-asserted-by":"crossref","first-page":"166","DOI":"10.15585\/mmwr.mm6906e1","article-title":"Persons Evaluated for 2019 Novel Coronavirus\u2014United States, January 2020.","volume":"69","author":"KL Bajema","year":"2020","journal-title":"MMWR Morb Mortal Wkly Rep"},{"key":"pone.0243414.ref006","unstructured":"DHHS. Currnt Victorian coronavirus disease (COVID-19) case-defintion and testing criteria 2020 [Available from: https:\/\/www.dhhs.vic.gov.au\/health-services-and-general-practitioners-coronavirus-disease-covid-19]."},{"key":"pone.0243414.ref007","doi-asserted-by":"crossref","first-page":"m1328","DOI":"10.1136\/bmj.m1328","article-title":"Prediction models for diagnosis and prognosis of covid-19 infection: systematic review and critical appraisal","volume":"369","author":"L Wynants","year":"2020","journal-title":"BMJ"},{"key":"pone.0243414.ref008","article-title":"Alterations in smell or taste\u2014Classic COVID-19?","author":"JA Trubiano","year":"2020","journal-title":"Clinical infectious diseases: an official publication of the Infectious Diseases Society of America"},{"key":"pone.0243414.ref009","first-page":"1","article-title":"Screening for COVID-19: Patient Factors Predicting Positive PCR Test","author":"D Challener","year":"2020","journal-title":"Infect Control Hosp Epidemiol"},{"key":"pone.0243414.ref010","article-title":"A novel triage tool of artificialintelligence assisted diagnosis aid system for suspected covid-19 pneumonia in fever clinics","author":"C Feng","year":"2020","journal-title":"medRxiv"},{"key":"pone.0243414.ref011","author":"X Qi","year":"2020","journal-title":"Machine learning-based CT radiomics model for predicting hospital stay in patients with pneumonia associated with SARS-CoV-2 infection: a multicenter study"},{"key":"pone.0243414.ref012","article-title":"Diagnostic Testing for Severe Acute Respiratory Syndrome-Related Coronavirus-2: A Narrative Review","author":"MP Cheng","year":"2020","journal-title":"Ann Intern Med"}],"container-title":["PLOS ONE"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/dx.plos.org\/10.1371\/journal.pone.0243414","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,12,9]],"date-time":"2020-12-09T18:49:32Z","timestamp":1607539772000},"score":1,"resource":{"primary":{"URL":"https:\/\/dx.plos.org\/10.1371\/journal.pone.0243414"}},"subtitle":[],"editor":[{"given":"Xia","family":"Jin","sequence":"first","affiliation":[],"role":[{"role":"editor","vocabulary":"crossref"}]}],"short-title":[],"issued":{"date-parts":[[2020,12,9]]},"references-count":12,"journal-issue":{"issue":"12","published-online":{"date-parts":[[2020,12,9]]}},"URL":"https:\/\/doi.org\/10.1371\/journal.pone.0243414","relation":{"has-preprint":[{"id-type":"doi","id":"10.1101\/2020.06.30.20143818","asserted-by":"object"}]},"ISSN":["1932-6203"],"issn-type":[{"value":"1932-6203","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020,12,9]]}}}