{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,11]],"date-time":"2026-05-11T19:47:51Z","timestamp":1778528871134,"version":"3.51.4"},"reference-count":0,"publisher":"Oxford University Press (OUP)","license":[{"start":{"date-parts":[[2022,7,5]],"date-time":"2022-07-05T00:00:00Z","timestamp":1656979200000},"content-version":"am","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"abstract":"<jats:title>Abstract<\/jats:title>\n               <jats:p>At the beginning of 2020, COVID-19 became a global problem. Despite all the efforts to emphasize the relevance of preventive measures, not everyone adhered to them. Thus, learning more about the characteristics determining attitudinal and behavioral responses to the pandemic is crucial to improving future interventions. In this study, we applied machine learning on the multi-national data collected by the International Collaboration on the Social and Moral Psychology of COVID-19 (N\u00a0=\u00a051,404) to test the predictive efficacy of constructs from social, moral, cognitive, and personality psychology, as well as socio-demographic factors, in the attitudinal and behavioral responses to the pandemic. The results point to several valuable insights. Internalized moral identity provided the most consistent predictive contribution\u2014individuals perceiving moral traits as central to their self-concept reported higher adherence to preventive measures. Similar was found for morality as cooperation, symbolized moral identity, self-control, open-mindedness, collective narcissism, while the inverse relationship was evident for the endorsement of conspiracy theories. However, we also found a non-negligible variability in the explained variance and predictive contributions with respect to macro-level factors such as the pandemic stage or cultural region. Overall, the results underscore the importance of morality-related and contextual factors in understanding adherence to public health recommendations during the pandemic.<\/jats:p>","DOI":"10.1093\/pnasnexus\/pgac093","type":"journal-article","created":{"date-parts":[[2022,7,5]],"date-time":"2022-07-05T22:17:04Z","timestamp":1657059424000},"source":"Crossref","is-referenced-by-count":30,"title":["Predicting attitudinal and behavioral responses to COVID-19 pandemic using machine learning"],"prefix":"10.1093","author":[{"given":"Tomislav","family":"Pavlovi\u0107","sequence":"first","affiliation":[{"name":"Institute of Social Sciences Ivo Pilar , Zagreb , Croatia"}]},{"given":"Flavio","family":"Azevedo","sequence":"additional","affiliation":[{"name":"Department of Psychology, School of the Biological Sciences, Cambridge University , Cambridge , United Kingdom"}]},{"given":"Koustav","family":"De","sequence":"additional","affiliation":[{"name":"Department of Finance and Quantitative Methods, Gatton College of Business & Economics, University of Kentucky , Lexington, Kentucky , United States of America"}]},{"given":"Juli\u00e1n C","family":"Ria\u00f1o-Moreno","sequence":"additional","affiliation":[{"name":"Faculty of Medicine, Cooperative University of Colombia , Villavicencio, Meta , Colombia"}]},{"given":"Marina","family":"Magli\u0107","sequence":"additional","affiliation":[{"name":"Institute of Social Sciences Ivo Pilar , Zagreb , Croatia"}]},{"given":"Theofilos","family":"Gkinopoulos","sequence":"additional","affiliation":[{"name":"Department of Philosophy and Social Studies, University of Crete , Rethymnon, Crete , Greece"}]},{"given":"Patricio Andreas","family":"Donnelly-Kehoe","sequence":"additional","affiliation":[{"name":"Department of Research and Development , Kozaca SA, Rosario, Santa Fe , Argentina"}]},{"given":"C\u00e9sar","family":"Pay\u00e1n-G\u00f3mez","sequence":"additional","affiliation":[{"name":"Direccion Academica Sede la Paz, Universidad Nacional de Colombia - Sede de La Paz , Cesar , Colombia"}]},{"given":"Guanxiong","family":"Huang","sequence":"additional","affiliation":[{"name":"Department of Media and Communication, City University of Hong Kong , Kowloon Tong, Hong Kong"}]},{"given":"Jaroslaw","family":"Kantorowicz","sequence":"additional","affiliation":[{"name":"Department of Economics, Institute of Security and Global Affairs, Leiden University , The Hague , Netherlands"}]},{"given":"Mich\u00e8le D","family":"Birtel","sequence":"additional","affiliation":[{"name":"School of Human Sciences, University of Greenwich , London , United Kingdom"}]},{"given":"Philipp","family":"Sch\u00f6negger","sequence":"additional","affiliation":[{"name":"Department of Philosophy, University of St Andrews , St Andrews, United Kingdom"}]},{"given":"Valerio","family":"Capraro","sequence":"additional","affiliation":[{"name":"Department of Economics, Middlesex University London , London , United Kingdom"}]},{"given":"Hernando","family":"Santamar\u00eda-Garc\u00eda","sequence":"additional","affiliation":[{"name":"Department of Psychiatry, Pontifical Xavierian University , Bogot\u00e1, Colombia"}]},{"given":"Meltem","family":"Yucel","sequence":"additional","affiliation":[{"name":"Department of Psychology and Neuroscience, Duke University , Durham, North Carolina , United States of America"}]},{"given":"Agustin","family":"Ibanez","sequence":"additional","affiliation":[{"name":"Latin American Brain Health Institute (BrainLat), Universidad Adolfo Iba\u00f1ez , Santiago , Pe\u00f1alol\u00e9n, Chile"},{"name":"Cognitive Neuroscience Center (CNC), University of San Andr\u00e9s & CONICET, Buenos Aires, Argentina , Buenos Aires , Argentina"},{"name":"Global Brain Health Institute, University of California - San Francisco , San Francisco, California , United States of America"},{"name":"Global Brain Health Institute , Trinity College, Dublin , Ireland"}]},{"given":"Steve","family":"Rathje","sequence":"additional","affiliation":[{"name":"Department of Psychology, University of Cambridge , Cambridge , United Kingdom"}]},{"given":"Erik","family":"Wetter","sequence":"additional","affiliation":[{"name":"Department of Business Administration, Stockholm School of Economics , Stockholm , Sweden"}]},{"given":"Dragan","family":"Stanojevi\u0107","sequence":"additional","affiliation":[{"name":"Department of Sociology, Faculty of Philosophy, University of Belgrade , Belgrade , Serbia"}]},{"given":"Jan-Willem","family":"van Prooijen","sequence":"additional","affiliation":[{"name":"Department of Experimental and Applied Psychology , Vrije Universiteit Amsterdam, Amsterdam , Netherlands"}]},{"given":"Eugenia","family":"Hesse","sequence":"additional","affiliation":[{"name":"Departamento de Matem\u00e1tica y Ciencias, Universidad de San Andres , Victoria, Buenos Aires , Argentina"}]},{"given":"Christian 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