{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2022,5,25]],"date-time":"2022-05-25T12:42:28Z","timestamp":1653482548762},"reference-count":0,"publisher":"IOS Press","license":[{"start":{"date-parts":[[2022,5,25]],"date-time":"2022-05-25T00:00:00Z","timestamp":1653436800000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2022,5,25]]},"abstract":"<jats:p>As the number of cases for COVID-19 continues to grow unprecedentedly, COVID-19 screening is becoming more important. In this study, we trained machine learning models from the Israel COVID-19 dataset and compared models that used surveillance indices of COVID-19 and those that did not. The AUC scores were 0.8478\u00b10.0037 and 0.8062\u00b10.005 with and without surveillance information, respectively, and there was significant improvement when the surveillance information was used.<\/jats:p>","DOI":"10.3233\/shti220569","type":"book-chapter","created":{"date-parts":[[2022,5,25]],"date-time":"2022-05-25T12:17:12Z","timestamp":1653481032000},"source":"Crossref","is-referenced-by-count":0,"title":["Symptom-Based COVID19 Screening Model Combined with Surveillance Information"],"prefix":"10.3233","author":[{"given":"Dohyung","family":"Lee","sequence":"first","affiliation":[{"name":"Mobile Doctor Co. Ltd, South Korea"}]},{"given":"Myeongchan","family":"Kim","sequence":"additional","affiliation":[{"name":"Mobile Doctor Co. Ltd, South Korea"}]},{"given":"Hyunwoo","family":"Choo","sequence":"additional","affiliation":[{"name":"Department of Digital Health, SAIHST, Sungkyunkwan University"}]},{"given":"Soo-Yong","family":"Shin","sequence":"additional","affiliation":[{"name":"Department of Digital Health, SAIHST, Sungkyunkwan University"}]}],"member":"7437","container-title":["Studies in Health Technology and Informatics","Challenges of Trustable AI and Added-Value on Health"],"original-title":[],"link":[{"URL":"https:\/\/ebooks.iospress.nl\/pdf\/doi\/10.3233\/SHTI220569","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,5,25]],"date-time":"2022-05-25T12:17:13Z","timestamp":1653481033000},"score":1,"resource":{"primary":{"URL":"https:\/\/ebooks.iospress.nl\/doi\/10.3233\/SHTI220569"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,5,25]]},"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/shti220569","relation":{},"ISSN":["0926-9630","1879-8365"],"issn-type":[{"value":"0926-9630","type":"print"},{"value":"1879-8365","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,5,25]]}}}