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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">JDS</journal-id>
<journal-title-group><journal-title>Journal of Data Science</journal-title></journal-title-group>
<issn pub-type="epub">1683-8602</issn>
<issn pub-type="ppub">1680-743X</issn>
<issn-l>1680-743X</issn-l>
<publisher>
<publisher-name>School of Statistics, Renmin University of China</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">JDS993</article-id>
<article-id pub-id-type="doi">10.6339/21-JDS993</article-id>
<article-categories><subj-group subj-group-type="heading">
<subject>Data Science in Action</subject></subj-group></article-categories>
<title-group>
<article-title>Testing for COVID-19: Some Statistical Issues</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Yi</surname><given-names>Grace Y.</given-names></name><email xlink:href="mailto:gyi5@uwo.ca">gyi5@uwo.ca</email><xref ref-type="aff" rid="j_jds993_aff_001">1</xref><xref ref-type="aff" rid="j_jds993_aff_002">2</xref><xref ref-type="corresp" rid="cor1">∗</xref>
</contrib>
<contrib contrib-type="author">
<name><surname>He</surname><given-names>Wenqing</given-names></name><xref ref-type="aff" rid="j_jds993_aff_001">1</xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Lin</surname><given-names>Dennis K. J.</given-names></name><xref ref-type="aff" rid="j_jds993_aff_003">3</xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Yu</surname><given-names>Chun Ming</given-names></name><xref ref-type="aff" rid="j_jds993_aff_004">4</xref>
</contrib>
<aff id="j_jds993_aff_001"><label>1</label>Department of Statistical and Actuarial Sciences, <institution>University of Western Ontario</institution>, London, Ontario, <country>Canada</country></aff>
<aff id="j_jds993_aff_002"><label>2</label>Department of Computer Science, <institution>University of Western Ontario</institution>, London, Ontario, <country>Canada</country></aff>
<aff id="j_jds993_aff_003"><label>3</label>Department of Statistics, <institution>Pennsylvania State University</institution>, University Part, PA, <country>USA</country></aff>
<aff id="j_jds993_aff_004"><label>4</label><institution>Northfield FHO @ Boardwalk Medical Center</institution>, Waterloo, Ontario, <country>Canada</country></aff>
</contrib-group>
<author-notes>
<corresp id="cor1"><label>∗</label>Corresponding author. Email: <ext-link ext-link-type="uri" xlink:href="mailto:gyi5@uwo.ca">gyi5@uwo.ca</ext-link>.</corresp>
</author-notes>
<pub-date pub-type="ppub"><year>2021</year></pub-date><pub-date pub-type="epub"><day>7</day><month>5</month><year>2021</year></pub-date><volume>19</volume><issue>2</issue><fpage>243</fpage><lpage>252</lpage><supplementary-material id="S1" content-type="archive" xlink:href="jds993_s001.zip" mimetype="application" mime-subtype="x-zip-compressed">
<caption>
<title>Supplementary Material</title>
<p>The Diamond Princess data and the R code for the figures in the paper are available online at the <italic>Journal of Data Science</italic> website.</p>
</caption>
</supplementary-material>
<history>
<date date-type="received"><day>1</day><month>6</month><year>2020</year></date>
<date date-type="accepted"><day>1</day><month>9</month><year>2020</year></date>
</history>
<permissions><copyright-statement>2021 The Author(s). Published by the School of Statistics and the Center for Applied Statistics, Renmin University of China.</copyright-statement><copyright-year>2021</copyright-year>
<license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/">
<license-p>Open access article under the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">CC BY</ext-link> license.</license-p></license></permissions>
<abstract>
<p>The swift spread of the novel coronavirus is largely attributed to its stealthy transmissions in which infected patients may be asymptomatic or exhibit only flu-like symptoms in the early stage. Undetected transmissions present a remarkable challenge for the containment of the virus and pose an appalling threat to the public. An urgent question is on testing of the coronavirus. In this paper, we evaluate the situation from the statistical viewpoint by discussing the accuracy of test procedures and stress the importance of rationally interpreting test results.</p>
</abstract>
<kwd-group>
<label>Keywords</label>
<kwd>COVID-19</kwd>
<kwd>false negative</kwd>
<kwd>false positive</kwd>
<kwd>pandemic</kwd>
<kwd>repeatedly testing</kwd>
</kwd-group>
</article-meta>
</front>
<back>
<ref-list id="j_jds993_reflist_001">
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