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  <front>
    <journal-meta>
      <journal-id>authorea</journal-id>
      <publisher>
        <publisher-name>Authorea</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.22541/au.161918947.77588494/v2</article-id>
      <title-group>
        <article-title>The Epidemic Volatility Index: an early warning tool for epidemics</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes">
          <contrib-id contrib-id-type="orcid">0000-0001-7051-1541</contrib-id>
          <name>
            <surname>Kostoulas</surname>
            <given-names>Polychronis</given-names>
          </name>
          <address>
            <institution>Faculty of Public Health, University of Thessaly, Greece.</institution>
          </address>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <contrib-id contrib-id-type="orcid">0000-0003-2862-7182</contrib-id>
          <name>
            <surname>Meletis</surname>
            <given-names>Eletherios</given-names>
          </name>
          <address>
            <institution>Faculty of Public Health, University of Thessaly, Greece.</institution>
          </address>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <contrib-id contrib-id-type="orcid">0000-0002-6005-9798</contrib-id>
          <name>
            <surname>Pateras</surname>
            <given-names>Konstantinos</given-names>
          </name>
          <address>
            <institution>Faculty of Public Health, University of Thessaly, Greece.</institution>
          </address>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <contrib-id contrib-id-type="orcid">0000-0002-0715-6396</contrib-id>
          <name>
            <surname>Eusebi</surname>
            <given-names>Paolo</given-names>
          </name>
          <address>
            <institution>Department of Medicine and Surgery, University of Perugia.</institution>
          </address>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <contrib-id contrib-id-type="orcid">0000-0003-2201-6938</contrib-id>
          <name>
            <surname>Kostoulas</surname>
            <given-names>Theodoros</given-names>
          </name>
          <address>
            <institution>Department of Information and Communication Systems Engineering, University of the Aegean, Greece</institution>
          </address>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <contrib-id contrib-id-type="orcid">0000-0003-3322-3502</contrib-id>
          <name>
            <surname>Speybroeck</surname>
            <given-names>Niko</given-names>
          </name>
          <address>
            <institution>Research Institute of Health and Society (IRSS), Université Catholique de Louvain, 1200, Brussels, Belgium.</institution>
          </address>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <contrib-id contrib-id-type="orcid">0000-0001-5212-4273</contrib-id>
          <name>
            <surname>Denwood</surname>
            <given-names>Matthew</given-names>
          </name>
          <address>
            <institution>Department of Veterinary and Animal Sciences, University of Copenhagen, Denmark</institution>
          </address>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name>
            <surname>Doi</surname>
            <given-names>Suhail A.R.</given-names>
          </name>
          <address>
            <institution>Department of Population Medicine, College of Medicine, QU Health, Qatar University, Doha, Qatar.</institution>
          </address>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <contrib-id contrib-id-type="orcid">0000-0002-5230-6760</contrib-id>
          <name>
            <surname>Althaus</surname>
            <given-names>Christian L.</given-names>
          </name>
          <address>
            <institution>Institute of Social and Preventive Medicine, University of Bern, Bern, Switzerland.</institution>
          </address>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name>
            <surname>Kirkeby</surname>
            <given-names>Carsten</given-names>
          </name>
          <address>
            <institution>Department of Veterinary and Animal Sciences, University of Copenhagen, Denmark</institution>
          </address>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name>
            <surname>Rohani</surname>
            <given-names>Pejman</given-names>
          </name>
          <address>
            <institution>Center for the Ecology of Infectious Diseases, University of Georgia, Athens, GA 30602, USA.</institution>
          </address>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <contrib-id contrib-id-type="orcid">0000-0002-4362-3596</contrib-id>
          <name>
            <surname>Dhand</surname>
            <given-names>Navneet K.</given-names>
          </name>
          <address>
            <institution>Sydney School of Veterinary Science, The University of Sydney, Camden, NSW, Australia.</institution>
          </address>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name>
            <surname>Peñalvo</surname>
            <given-names>José L.</given-names>
          </name>
          <address>
            <institution>Unit of Noncommunicable Diseases, Department of Public Health, Institute of Tropical Medicine, Antwerp, Belgium.</institution>
          </address>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name>
            <surname>Furuya-Kanamori</surname>
            <given-names>Luis</given-names>
          </name>
          <address>
            <institution>UQ Centre for Clinical Research, Faculty of Medicine, The University of Queensland, Herston, Australia.</institution>
          </address>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name>
            <surname>Thabane</surname>
            <given-names>Lehana</given-names>
          </name>
          <address>
            <institution>Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton ON, Canada.</institution>
          </address>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name>
            <surname>BenMiled</surname>
            <given-names>Slimane</given-names>
          </name>
          <address>
            <institution>Pasteur Institute, University of Tunis el Manar, Tunis, Tunisia.</institution>
          </address>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <contrib-id contrib-id-type="orcid">0000-0002-9008-7618</contrib-id>
          <name>
            <surname>Sharifi</surname>
            <given-names>Hamid</given-names>
          </name>
          <address>
            <institution>HIV/STI Surveillance Research Center, and WHO Collaborating Center for HIV Surveillance, Institute for Futures Studies in Health, Kerman University of Medical Sciences, Kerman, Iran.</institution>
          </address>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name>
            <surname>Walter</surname>
            <given-names>Stephen</given-names>
          </name>
          <address>
            <institution>Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton ON, Canada.</institution>
          </address>
        </contrib>
      </contrib-group>
      <pub-date date-type="preprint" publication-format="electronic">
        <day>29</day>
        <month>5</month>
        <year>2021</year>
      </pub-date>
      <self-uri xlink:href="https://doi.org/10.22541/au.161918947.77588494/v2">This preprint is available at https://doi.org/10.22541/au.161918947.77588494/v2</self-uri>
      <abstract abstract-type="abstract">
        <p><bold>Background</bold>. This paper presents, for the first time, the
Epidemic Volatility Index (EVI), a conceptually simple, early warning
tool for emerging epidemic waves. <bold>Methods</bold>. EVI is based on the volatility of the newly reported
cases per unit of time, ideally per day, and issues an early warning
when the rate of the volatility change exceeds a threshold. <bold>Results</bold>. Results from the COVID-19 epidemic in Italy and New
York are presented here, while daily updated predictions for all world
countries and each of the United States are available online. <bold>Interpretation</bold>. EVI’s application to data from the current
COVID-19 pandemic revealed a consistent and stable performance in terms
of detecting oncoming waves. The application of EVI to other epidemics
and syndromic surveillance tasks in combination with existing early
warning systems will enhance our ability to act fast and optimize
containment of outbreaks.</p>
      </abstract>
      <kwd-group kwd-group-type="author-created">
        <kwd>covid-19</kwd>
        <kwd>early warning</kwd>
        <kwd>epidemic</kwd>
      </kwd-group>
    </article-meta>
  </front>
</article>
