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1. Predicting attitudinal and behavioral responses to COVID-19 pandemic using machine learning

Author

Tomislav Pavlović, Flavio Azevedo, Koustav De, Julián C Riaño-Moreno, Marina Maglić, Theofilos Gkinopoulos, Patricio Andreas Donnelly-Kehoe, César Payán-Gómez, Guanxiong Huang, Jaroslaw Kantorowicz, Michèle D Birtel, Philipp Schönegger, Valerio Capraro, Hernando Santamaría-García, Meltem Yucel, Agustin Ibanez, Steve Rathje, Erik Wetter, Dragan Stanojević, Jan-Willem van Prooijen, Eugenia Hesse, Christian T Elbaek, Renata Franc, Zoran Pavlović, Panagiotis Mitkidis, Aleksandra Cichocka, Michele Gelfand, Mark Alfano, Robert M Ross, Hallgeir Sjåstad, John B Nezlek, Aleksandra Cislak, Patricia Lockwood, Koen Abts, Elena Agadullina, David M Amodio, Matthew A J Apps, John Jamir Benzon Aruta, Sahba Besharati, Alexander Bor, Becky Choma, William Cunningham, Waqas Ejaz, Harry Farmer, Andrej Findor, Biljana Gjoneska, Estrella Gualda, Toan L D Huynh, Mostak Ahamed Imran, Jacob Israelashvili, Elena Kantorowicz-Reznichenko, André Krouwel, Yordan Kutiyski, Michael Laakasuo, Claus Lamm, Jonathan Levy, Caroline Leygue, Ming-Jen Lin, Mohammad Sabbir Mansoor, Antoine Marie, Lewend Mayiwar, Honorata Mazepus, Cillian McHugh, Andreas Olsson, Tobias Otterbring, Dominic Packer, Jussi Palomäki, Anat Perry, Michael Bang Petersen, Arathy Puthillam, Tobias Rothmund, Petra C Schmid, David Stadelmann, Augustin Stoica, Drozdstoy Stoyanov, Kristina Stoyanova, Shruti Tewari, Bojan Todosijević, Benno Torgler, Manos Tsakiris, Hans H Tung, Radu Gabriel Umbreș, Edmunds Vanags, Madalina Vlasceanu, Andrew J Vonasch, Yucheng Zhang, Mohcine Abad, Eli Adler, Hamza Alaoui Mdarhri, Benedict Antazo, F Ceren Ay, Mouhamadou El Hady Ba, Sergio Barbosa, Brock Bastian, Anton Berg, Michał Białek, Ennio Bilancini, Natalia Bogatyreva, Leonardo Boncinelli, Jonathan E Booth, Sylvie Borau, Ondrej Buchel, Chrissie Ferreira de Carvalho, Tatiana Celadin, Chiara Cerami, Hom Nath Chalise, Xiaojun Cheng, Luca Cian, Kate Cockcroft, Jane Conway, Mateo A Córdoba-Delgado, Chiara Crespi, Marie Crouzevialle, Jo Cutler, Marzena Cypryańska, Justyna Dabrowska, Victoria H Davis, John Paul Minda, Pamala N Dayley, Sylvain Delouvée, Ognjan Denkovski, Guillaume Dezecache, Nathan A Dhaliwal, Alelie Diato, Roberto Di Paolo, Uwe Dulleck, Jānis Ekmanis, Tom W Etienne, Hapsa Hossain Farhana, Fahima Farkhari, Kristijan Fidanovski, Terry Flew, Shona Fraser, Raymond Boadi Frempong, Jonathan Fugelsang, Jessica Gale, E Begoña García-Navarro, Prasad Garladinne, Kurt Gray, Siobhán M Griffin, Bjarki Gronfeldt, June Gruber, Eran Halperin, Volo Herzon, Matej Hruška, Matthias F C Hudecek, Ozan Isler, Simon Jangard, Frederik Jørgensen, Oleksandra Keudel, Lina Koppel, Mika Koverola, Anton Kunnari, Josh Leota, Eva Lermer, Chunyun Li, Chiara Longoni, Darragh McCashin, Igor Mikloušić, Juliana Molina-Paredes, César Monroy-Fonseca, Elena Morales-Marente, David Moreau, Rafał Muda, Annalisa Myer, Kyle Nash, Jonas P Nitschke, Matthew S Nurse, Victoria Oldemburgo de Mello, M Soledad Palacios-Galvez, Yafeng Pan, Zsófia Papp, Philip Pärnamets, Mariola Paruzel-Czachura, Silva Perander, Michael Pitman, Ali Raza, Gabriel Gaudencio Rêgo, Claire Robertson, Iván Rodríguez-Pascual, Teemu Saikkonen, Octavio Salvador-Ginez, Waldir M Sampaio, Gaia Chiara Santi, David Schultner, Enid Schutte, Andy Scott, Ahmed Skali, Anna Stefaniak, Anni Sternisko, Brent Strickland, Jeffrey P Thomas, Gustav Tinghög, Iris J Traast, Raffaele Tucciarelli, Michael Tyrala, Nick D Ungson, Mete Sefa Uysal, Dirk Van Rooy, Daniel Västfjäll, Joana B Vieira, Christian von Sikorski, Alexander C Walker, Jennifer Watermeyer, Robin Willardt, Michael J A Wohl, Adrian Dominik Wójcik, Kaidi Wu, Yuki Yamada, Onurcan Yilmaz, Kumar Yogeeswaran, Carolin-Theresa Ziemer, Rolf A Zwaan, Paulo Sergio Boggio, Ashley Whillans, Paul A M Van Lange, Rajib Prasad, Michal Onderco, Cathal O'Madagain, Tarik Nesh-Nash, Oscar Moreda Laguna, Emily Kubin, Mert Gümren, Ali Fenwick, Arhan S Ertan, Michael J Bernstein, Hanane Amara, Jay Joseph Van Bavel, Brain and Cognition, Public Administration, Pavlovic, Tomislav, Avezedo, Flávio, De, Koustav, Maglić, Marina, Donnelly-Kehoe, Patricio Andreas, Payán-Gómez, César, Van Bavel, Jay J., Schmid, Petra Claudia, Crouzevialle, Marie, Willardt, Robin, et al., Ivo Pilar Institute of Social Sciences, University of Cambridge [UK] (CAM), University of Kentucky (UK), Universidad El Bosque [Bogota], University of Crete [Heraklion] (UOC), Universidad del Rosario [Bogota], Universidad Nacional de Colombia [Bogotà] (UNAL), City University of Hong Kong [Hong Kong] (CUHK), Universiteit Leiden, University of Greenwich, University of St Andrews [Scotland], Middlesex University [London], Pontifical Xavierian University, Duke University [Durham], Universidad Adolfo Ibáñez [Santiago], University of California (UC), Trinity College Dublin, Stockholm School of Economics (SSE), University of Belgrade [Belgrade], Vrije Universiteit Amsterdam [Amsterdam] (VU), Universidad Mayor de San Andrés (UMSA), Aarhus University [Aarhus], University of Kent [Canterbury], Stanford University, Macquarie University, Norwegian School of Economics and Business Administration, SWPS University of Social Sciences and Humanities (SWPS), University of Birmingham [Birmingham], University of Oxford, Catholic University of Leuven - Katholieke Universiteit Leuven (KU Leuven), Vysšaja škola èkonomiki = National Research University Higher School of Economics [Moscow] (HSE), University of Amsterdam [Amsterdam] (UvA), Sunway University [Malaysia], University of the Witwatersrand [Johannesburg] (WITS), University of Toronto, National University of Sciences and Technology [Islamabad] (NUST), Comenius University in Bratislava, Macedonian Academy of Sciences and Arts [Skopje, North Macedonia] (MASA), Universidad de Huelva, University of Southampton, BRAC University, The Hebrew University of Jerusalem (HUJ), Erasmus University Rotterdam, Kieskompas, Helsingin yliopisto = Helsingfors universitet = University of Helsinki, University of Vienna [Vienna], Reichman University [Herzliya], Aalto University, Universidad Nacional Autónoma de México = National Autonomous University of Mexico (UNAM), National Taiwan University [Taiwan] (NTU), HEMS School, BI Norwegian Business School [Oslo], University of Limerick (UL), Karolinska Institutet [Stockholm], University of Agder (UIA), Lehigh University [Bethlehem], Monk Prayogshala, Friedrich-Schiller-Universität = Friedrich Schiller University Jena [Jena, Germany], Eidgenössische Technische Hochschule Zürich - Swiss Federal Institute of Technology in Zürich (ETH Zurïch), University of Bayreuth, National School of Political and Administrative Studies (SNSPA), Plovdiv University 'Paisii Hilendarski', Indian Institute of Management Indore (IMM Indore), Institute of Social Sciences Belgrade, Queensland University of Technology [Brisbane] (QUT), Royal Holloway [University of London] (RHUL), University of London [London], National University of Political Studies and Public Administration, University of Latvia (LU), New York University [New York] (NYU), NYU System (NYU), University of Canterbury [Christchurch], Hebei University of Technology [Tianjin], Université Mohammed VI Polytechnique [Ben Guerir] (UM6P), AnsuR Technologies [Fornebu], Université Cheikh Anta Diop [Dakar, Sénégal] (UCAD), Victoria University [Melbourne], University of Wrocław [Poland] (UWr), IMT Institute for Advanced Studies [Lucca], Université de Florence, Università degli Studi di Firenze = University of Florence (UniFI), London School of Economics and Political Science (LSE), TBS Education, Slovak Academy of Science [Bratislava] (SAS), Santa Catarina State University (UDESC), University of Bologna/Università di Bologna, Tribhuvan University, Shenzhen Univerisity [Shenzhen], University of Virginia, Université Toulouse Capitole (UT Capitole), Université de Toulouse (UT), University of Western Ontario (UWO), Université de Rennes 2 (UR2), Laboratoire de Psychologie Sociale et Cognitive (LAPSCO), Centre National de la Recherche Scientifique (CNRS)-Université Clermont Auvergne (UCA), University of British Columbia (UBC), University of Queensland [Brisbane], Pennsylvania State University (Penn State), Penn State System, Westfälische Wilhelms-Universität Münster = University of Münster (WWU), The University of Sydney, University of Waterloo [Waterloo], University of North Carolina [Chapel Hill] (UNC), University of North Carolina System (UNC), University of Colorado [Boulder], University of Regensburg, Kyiv School of economic (KSE), Linköping University (LIU), Monash University [Clayton], Ansbach University of Applied Sciences, Ludwig Maximilian University [Munich] (LMU), Department of Management - London School of Economics and Political Science (LSE), Questrom School of Business, Boston University [Boston] (BU), Dublin City University [Dublin] (DCU), University of Auckland [Auckland], Maria Curie-Sklodowska University (UMCS), City University of New York [New York] (CUNY), University of Alberta, Australian National University (ANU), University of Silesia in Katowice, Universidad Complutense de Madrid = Complutense University of Madrid [Madrid] (UCM), Zhejiang University, Mackenzie Presbyterian University [São Paulo] (UPM), NYU Department of Psychology [New-York University], NYU System (NYU)-NYU System (NYU), University of Turku, City College of New York [CUNY] (CCNY), University of Groningen [Groningen], Carleton University, Département d'Etudes Cognitives - ENS Paris (DEC), École normale supérieure - Paris (ENS-PSL), Université Paris sciences et lettres (PSL)-Université Paris sciences et lettres (PSL), Faculté de Gouvernance, Sciences Économiques et Sociales [UM6P] (FGSES), University College of London [London] (UCL), Susquehanna University, University of Antwerp (UA), University of Exeter, University of Koblenz-Landau, Nicolaus Copernicus University [Toruń], University of California [San Diego] (UC San Diego), Kyushu University, Kadir Has University (KHAS), Harvard Business School, Harvard University, Vidyasagar College For Women, Koç University, Hult International Business School, Boǧaziçi üniversitesi = Boğaziçi University [Istanbul], Penn State Abington, Pennsylvania Commonwealth System of Higher Education (PCSHE)-Penn State System, Communication Science, Network Institute, Communication Choices, Content and Consequences (CCCC), Social Psychology, IBBA, A-LAB, University of St Andrews. Philosophy, University of St Andrews. School of Psychology and Neuroscience, Pavlović, Tomislav [0000-0002-4470-3715], Azevedo, Flavio [0000-0001-9000-8513], De, Koustav [0000-0001-9562-0672], Riaño-Moreno, Julián C [0000-0003-4182-0550], Maglić, Marina [0000-0002-6851-4601], Gkinopoulos, Theofilos [0000-0003-1070-6245], Donnelly-Kehoe, Patricio Andreas [0000-0002-3738-9537], Payán-Gómez, César [0000-0002-0633-1332], Huang, Guanxiong [0000-0002-8588-1454], Kantorowicz, Jaroslaw [0000-0002-1186-5427], Birtel, Michèle D [0000-0002-2383-9197], Schönegger, Philipp [0000-0001-9930-487X], Capraro, Valerio [0000-0002-0579-0166], Santamaría-García, Hernando [0000-0001-9422-3579], Yucel, Meltem [0000-0002-7274-5971], Ibanez, Agustin [0000-0001-6758-5101], Rathje, Steve [0000-0001-6727-571X], Wetter, Erik [0000-0002-5821-6651], Stanojević, Dragan [0000-0002-3667-2461], van Prooijen, Jan-Willem [0000-0001-6236-0819], Hesse, Eugenia [0000-0002-9077-9833], Elbaek, Christian T [0000-0002-7039-4565], Franc, Renata [0000-0002-1909-2393], Pavlović, Zoran [0000-0002-9231-5100], Mitkidis, Panagiotis [0000-0002-9495-7369], Cichocka, Aleksandra [0000-0003-1703-1586], Alfano, Mark [0000-0001-5879-8033], Ross, Robert M [0000-0001-8711-1675], Sjåstad, Hallgeir [0000-0002-8730-1038], Nezlek, John B [0000-0003-4963-3637], Cislak, Aleksandra [0000-0002-9880-6947], Lockwood, Patricia [0000-0001-7195-9559], Abts, Koen [0000-0001-8546-8347], Agadullina, Elena [0000-0002-1505-1412], Amodio, David M [0000-0001-7746-0150], Apps, Matthew AJ [0000-0001-5793-2202], Aruta, John Jamir Benzon [0000-0003-4155-1063], Besharati, Sahba [0000-0003-2836-7982], Bor, Alexander [0000-0002-2624-9221], Choma, Becky [0000-0002-8286-8983], Ejaz, Waqas [0000-0002-2492-4115], Farmer, Harry [0000-0002-3684-0605], Findor, Andrej [0000-0002-5896-6989], Gjoneska, Biljana [0000-0003-1200-6672], Gualda, Estrella [0000-0003-0220-2135], Huynh, Toan LD [0000-0002-6653-7447], Imran, Mostak Ahamed [0000-0002-5101-3149], Israelashvili, Jacob [0000-0003-1289-223X], Kantorowicz-Reznichenko, Elena [0000-0001-8128-7290], Krouwel, André [0000-0003-0952-6028], Kutiyski, Yordan [0000-0003-0889-4232], Laakasuo, Michael [0000-0003-2826-6073], Lamm, Claus [0000-0002-5422-0653], Levy, Jonathan [0000-0003-1007-2393], Leygue, Caroline [0000-0002-0355-1030], Lin, Ming-Jen [0000-0002-7174-2226], Mansoor, Mohammad Sabbir [0000-0002-6541-3506], Marie, Antoine [0000-0002-7958-0153], Mayiwar, Lewend [0000-0003-1404-4779], Mazepus, Honorata [0000-0002-5005-9399], McHugh, Cillian [0000-0002-9701-3232], Olsson, Andreas [0000-0001-5272-7744], Otterbring, Tobias [0000-0002-0283-8777], Packer, Dominic [0000-0001-8420-6548], Palomäki, Jussi [0000-0001-6063-0926], Perry, Anat [0000-0003-2329-856X], Petersen, Michael Bang [0000-0002-6782-5635], Puthillam, Arathy [0000-0003-2426-8362], Rothmund, Tobias [0000-0003-2979-5129], Schmid, Petra C [0000-0002-9990-5445], Stadelmann, David [0000-0002-1211-9936], Stoica, Augustin [0000-0003-0585-1114], Stoyanov, Drozdstoy [0000-0002-9975-3680], Stoyanova, Kristina [0000-0001-8362-6444], Tewari, Shruti [0000-0003-1903-7252], Todosijević, Bojan [0000-0002-6116-993X], Torgler, Benno [0000-0002-9809-963X], Tsakiris, Manos [0000-0001-7753-7576], Tung, Hans H [0000-0001-5332-7582], Umbreș, Radu Gabriel [0000-0002-6121-4518], Vanags, Edmunds [0000-0003-1932-936X], Vlasceanu, Madalina [0000-0003-2138-1968], Vonasch, Andrew J [0000-0002-2784-5420], Zhang, Yucheng [0000-0001-9435-6734], Abad, Mohcine [0000-0002-4964-5411], Adler, Eli [0000-0002-9005-5536], Mdarhri, Hamza Alaoui [0000-0001-9831-6561], Antazo, Benedict [0000-0001-9993-8960], Ay, F Ceren [0000-0003-4444-2268], Ba, Mouhamadou El Hady [0000-0002-2707-1242], Barbosa, Sergio [0000-0003-1989-158X], Bastian, Brock [0000-0003-4619-3322], Berg, Anton [0000-0001-7143-762X], Białek, Michał [0000-0002-5062-5733], Bilancini, Ennio [0000-0002-2027-3992], Bogatyreva, Natalia [0000-0002-6024-2322], Boncinelli, Leonardo [0000-0003-0626-5133], Booth, Jonathan E [0000-0002-8563-4613], Borau, Sylvie [0000-0003-1564-0695], Buchel, Ondrej [0000-0002-0139-5513], de Carvalho, Chrissie Ferreira [0000-0002-1369-6188], Celadin, Tatiana [0000-0002-7743-3117], Cerami, Chiara [0000-0003-1974-3421], Chalise, Hom Nath [0000-0002-9301-6890], Cian, Luca [0000-0002-8051-1366], Cockcroft, Kate [0000-0002-6166-8050], Conway, Jane [0000-0003-3883-349X], Córdoba-Delgado, Mateo A [0000-0002-2264-7388], Crespi, Chiara [0000-0002-7851-9887], Crouzevialle, Marie [0000-0002-5538-6030], Cutler, Jo [0000-0003-1073-764X], Cypryańska, Marzena [0000-0001-9234-562X], Dabrowska, Justyna [0000-0002-8821-7161], Davis, Victoria H [0000-0002-7207-4629], Minda, John Paul [0000-0002-4081-010X], Dayley, Pamala N [0000-0001-8955-9502], Delouvée, Sylvain [0000-0002-4029-597X], Denkovski, Ognjan [0000-0002-9739-4100], Dezecache, Guillaume [0000-0002-9366-6287], Dhaliwal, Nathan A [0000-0002-4667-0689], Di Paolo, Roberto [0000-0002-6081-6656], Dulleck, Uwe [0000-0002-0953-5963], Ekmanis, Jānis [0000-0003-1781-1785], Etienne, Tom W [0000-0002-4299-6593], Farkhari, Fahima [0000-0002-8484-5128], Fidanovski, Kristijan [0000-0002-9006-0140], Flew, Terry [0000-0003-4485-9338], Fraser, Shona [0000-0003-1505-0652], Frempong, Raymond Boadi [0000-0002-4603-5570], Fugelsang, Jonathan [0000-0002-6342-7023], Gale, Jessica [0000-0001-5677-8629], García-Navarro, E Begoña [0000-0001-6913-8882], Gray, Kurt [0000-0001-5816-2676], Griffin, Siobhán M [0000-0002-3613-2844], Gronfeldt, Bjarki [0000-0001-9941-7903], Gruber, June [0000-0002-7789-1353], Halperin, Eran [0000-0002-3379-2935], Herzon, Volo [0000-0001-7781-1651], Hruška, Matej [0000-0002-4521-3697], Hudecek, Matthias FC [0000-0002-7696-766X], Isler, Ozan [0000-0002-4638-2230], Jangard, Simon [0000-0002-7876-4161], Jørgensen, Frederik [0000-0002-5461-912X], Keudel, Oleksandra [0000-0001-6322-3103], Koppel, Lina [0000-0002-6302-0047], Koverola, Mika [0000-0001-8227-6120], Kunnari, Anton [0000-0002-2951-6399], Leota, Josh [0000-0002-7714-4630], Lermer, Eva [0000-0002-6600-9580], Li, Chunyun [0000-0001-5909-0889], Longoni, Chiara [0000-0002-4945-4957], McCashin, Darragh [0000-0003-2686-2111], Mikloušić, Igor [0000-0002-6539-2901], Monroy-Fonseca, César [0000-0003-4696-8159], Morales-Marente, Elena [0000-0002-1227-9606], Moreau, David [0000-0002-1957-1941], Muda, Rafał [0000-0003-4953-6642], Myer, Annalisa [0000-0002-2363-4757], Nash, Kyle [0000-0003-0461-3835], Nitschke, Jonas P [0000-0002-3244-8585], Nurse, Matthew S [0000-0003-1787-5914], de Mello, Victoria Oldemburgo [0000-0003-2867-8529], Palacios-Galvez, Maria Soledad [0000-0002-6802-6202], Pan, Yafeng [0000-0002-5633-8313], Papp, Zsófia [0000-0001-6257-0568], Pärnamets, Philip [0000-0001-8360-9097], Paruzel-Czachura, Mariola [0000-0002-8716-9778], Perander, Silva [0000-0001-6711-8079], Pitman, Michael [0000-0001-5532-5388], Raza, Ali [0000-0002-2438-6054], Rêgo, Gabriel Gaudencio [0000-0003-3304-4723], Robertson, Claire [0000-0001-8403-6358], Rodríguez-Pascual, Iván [0000-0002-5385-3643], Saikkonen, Teemu [0000-0001-9619-3270], Salvador-Ginez, Octavio [0000-0002-1652-8788], Sampaio, Waldir M [0000-0002-6066-4314], Santi, Gaia Chiara [0000-0002-9253-6122], Schultner, David [0000-0003-2253-4065], Schutte, Enid [0000-0002-6653-5409], Scott, Andy [0000-0002-3294-0078], Skali, Ahmed [0000-0002-4753-3280], Stefaniak, Anna [0000-0002-1706-7784], Sternisko, Anni [0000-0002-2507-3076], Strickland, Brent [0000-0002-7573-3722], Thomas, Jeffrey P [0000-0002-5939-5559], Tinghög, Gustav [0000-0002-8159-1249], Tucciarelli, Raffaele [0000-0002-0342-308X], Tyrala, Michael [0000-0001-5268-8319], Ungson, Nick D [0000-0003-2494-4498], Uysal, Mete Sefa [0000-0002-8698-9213], Van Rooy, Dirk [0000-0003-2525-5408], Västfjäll, Daniel [0000-0003-2873-4500], Vieira, Joana B [0000-0001-7335-4588], von Sikorski, Christian [0000-0002-3787-8277], Walker, Alexander C [0000-0003-1431-6770], Watermeyer, Jennifer [0000-0001-7918-8832], Willardt, Robin [0000-0002-2495-3450], Wohl, Michael JA [0000-0001-6945-5562], Wójcik, Adrian Dominik [0000-0002-7073-6019], Wu, Kaidi [0000-0001-6881-7437], Yamada, Yuki [0000-0003-1431-568X], Yilmaz, Onurcan [0000-0002-6094-7162], Yogeeswaran, Kumar [0000-0002-1978-5077], Ziemer, Carolin-Theresa [0000-0002-0794-7702], Zwaan, Rolf A [0000-0001-9967-7879], Boggio, Paulo Sergio [0000-0002-6109-0447], Van Lange, Paul AM [0000-0001-7774-6984], Prasad, Rajib [0000-0003-0913-1624], Onderco, Michal [0000-0001-9911-3782], O'Madagain, Cathal [0000-0002-4086-524X], Nesh-Nash, Tarik [0000-0002-5532-9095], Kubin, Emily [0000-0003-0606-8594], Gümren, Mert [0000-0002-3298-6295], Fenwick, Ali [0000-0002-5412-9745], Ertan, Arhan S [0000-0001-9730-8391], Bernstein, Michael J [0000-0002-8083-9839], Amara, Hanane [0000-0003-0732-2320], Van Bavel, Jay Joseph [0000-0002-2520-0442], Apollo - University of Cambridge Repository, Sociale Psychologie (Psychologie, FMG), ASCoR Other Research (FMG), Department of Neuroscience and Biomedical Engineering, Aalto-yliopisto, Department of Digital Humanities, Department of Psychology and Logopedics, Cognitive Science, High Performance Cognition group, Mind and Matter, and Department of Computer Science

Subjects
Hälso- och sjukvårdsorganisation, hälsopolitik och hälsoekonomi, Economics, COVID-19, social distancing, hygiene, policy support, public health measures, J Political Science, [SHS.PSY]Humanities and Social Sciences/Psychology, psychology, Settore SECS-P/02 - Politica Economica, Q1, H Social Sciences, [STAT.ML]Statistics [stat]/Machine Learning [stat.ML], SDG 3 - Good Health and Well-being, RA0421, RA0421 Public health. Hygiene. Preventive Medicine, Machine learning, Psychology, Nationalekonomi, Settore SECS-P/01 - Economia Politica, MCC, Computer. Automation, Psykologi (exklusive tillämpad psykologi), DAS, Health Care Service and Management, Health Policy and Services and Health Economy, [SHS.SCIPO]Humanities and Social Sciences/Political science, Psychology (excluding Applied Psychology), machine learning, Settore SECS-P/03 - Scienza delle Finanze, 5171 Political Science, Human medicine, COVID-19, social distancing, hygiene, policy support, public health measures
Abstract

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 multinational data collected by the International Collaboration on the Social and Moral Psychology of COVID-19 (N = 51,404) 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—individuals perceiving moral traits as central to their self-concept reported higher adherence to preventive measures. Similar results were found for morality as cooperation, symbolized moral identity, self-control, open-mindedness, and collective narcissism, while the inverse relationship was evident for the endorsement of conspiracy theories. However, we also found a non-neglible 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., PNAS Nexus, 1 (3), ISSN:2752-6542

Published
2022

2. National identity predicts public health support during a global pandemic

Author

Van Bavel, Jay J., Cichocka, Aleksandra, Capraro, Valerio, Sjåstad, Hallgeir, Nezlek, John B., Pavlović, Tomislav, Alfano, Mark, Gelfand, Michele J., Azevedo, Flavio, Birtel, Michèle D., Cislak, Aleksandra, Lockwood, Patricia L., Ross, Robert Malcolm, Abts, Koen, Agadullina, Elena, Aruta, John Jamir Benzon, Besharati, Sahba Nomvula, Bor, Alexander, Choma, Becky L., Crabtree, Charles David, Cunningham, William A., De, Koustav, Ejaz, Waqas, Elbaek, Christian T., Findor, Andrej, Flichtentrei, Daniel, Franc, Renata, Gjoneska, Biljana, Gruber, June, Gualda, Estrella, Horiuchi, Yusaku, Huynh, Toan Luu Duc, Ibanez, Agustin, Imran, Mostak Ahamed, Israelashvili, Jacob, Jasko, Katarzyna, Kantorowicz, Jaroslaw, Kantorowicz-Reznichenko, Elena, Krouwel, André, Laakasuo, Michael, Lamm, Claus, Leygue, Caroline, Lin, Ming-Jen, Mansoor, Mohammad Sabbir, Marie, Antoine, Mayiwar, Lewend, Mazepus, Honorata, McHugh, Cillian, Minda, John Paul, Mitkidis, Panagiotis, Olsson, Andreas, Otterbring, Tobias, Packer, Dominic J., Perry, Anat, Petersen, Michael Bang, Puthillam, Arathy, Riaño-Moreno, Julián C., Rothmund, Tobias, Santamaría-García, Hernando, Schmid, Petra C., Stoyanov, Drozdstoy, Tewari, Shruti, Todosijević, Bojan, Tsakiris, Manos, Tung, Hans H., Umbreș, Radu G., Vanags, Edmunds, Vlasceanu, Madalina, Vonasch, Andrew, Yucel, Meltem, Zhang, Yucheng, Abad, Mohcine, Adler, Eli, Akrawi, Narin, Mdarhri, Hamza Alaoui, Amara, Hanane, Amodio, David M., Antazo, Benedict G., Apps, Matthew, Ay, F. Ceren, Ba, Mouhamadou Hady, Barbosa, Sergio, Bastian, Brock, Berg, Anton, Bernal-Zárate, Maria P., Bernstein, Michael, Białek, Michał, Bilancini, Ennio, Bogatyreva, Natalia, Boncinelli, Leonardo, Booth, Jonathan E., Borau, Sylvie, Buchel, Ondrej, Cameron, C. Daryl, Carvalho, Chrissie F., Celadin, Tatiana, Cerami, Chiara, Chalise, Hom Nath, Cheng, Xiaojun, Cian, Luca, Cockcroft, Kate, Conway, Jane, Córdoba-Delgado, Mateo Andres, Crespi, Chiara, Crouzevialle, Marie, Cutler, Jo, Cypryańska, Marzena, Dabrowska, Justyna, Daniels, Michael A., Davis, Victoria H., Dayley, Pamala N., Delouvee, Sylvain, Denkovski, Ognjan, Dezecache, Guillaume, Dhaliwal, Nathan A., Diato, Alelie B., Di Paolo, Roberto, Drosinou, Marianna, Dulleck, Uwe, Ekmanis, Jānis, Ertan, Arhan S., Etienne, Tom W., Farhana, Hapsa Hossain, Farkhari, Fahima, Farmer, Harry, Fenwick, Ali, Fidanovski, Kristijan, Flew, Terry, Fraser, Shona, Frempong, Raymond Boadi, Fugelsang, Jonathan A., Gale, Jessica, Garcia-Navarro, E. Begoña, Garladinne, Prasad, Ghajjou, Oussama, Gkinopoulos, Theofilos, Gray, Kurt, Griffin, Siobhán M., Gronfeldt, Bjarki, Gümren, Mert, Gurung, Ranju Lama, Halperin, Eran, Harris, Elizabeth, Herzon, Volo, Hruška, Matej, Huang, Guanxiong, Hudecek, Matthias F. C., Isler, Ozan, Jangard, Simon, Jørgensen, Frederik J., Kachanoff, Frank, Kahn, John, Dangol, Apsara Katuwal, Keudel, Oleksandra, Koppel, Lina, Koverola, Mika, Kubin, Emily, Kunnari, Anton, Kutiyski, Yordan, Laguna, Oscar, Leota, Josh, Lermer, Eva, Levy, Jonathan, Levy, Neil, Li, Chunyun, Long, Elizabeth U., Longoni, Chiara, Maglić, Marina, McCashin, Darragh, Metcalf, Alexander L., Mikloušić, Igor, El Mimouni, Soulaimane, Miura, Asako, Molina-Paredes, Juliana, Monroy-Fonseca, César, Morales-Marente, Elena, Moreau, David, Muda, Rafał, Myer, Annalisa, Nash, Kyle, Nesh-Nash, Tarik, Nitschke, Jonas P., Nurse, Matthew S., Ohtsubo, Yohsuke, Oldemburgo De Mello, Victoria, O’Madagain, Cathal, Onderco, Michal, Palacios-Galvez, M. Soledad, Palomäki, Jussi, Pan, Yafeng, Papp, Zsófia, Pärnamets, Philip, Paruzel-Czachura, Mariola, Pavlović, Zoran, Payán-Gómez, César, Perander, Silva, Pitman, Michael Mark, Prasad, Rajib, Pyrkosz-Pacyna, Joanna, Rathje, Steve, Raza, Ali, Rêgo, Gabriel G., Rhee, Kasey, Robertson, Claire E., Rodríguez-Pascual, Iván, Saikkonen, Teemu, Salvador-Ginez, Octavio, Sampaio, Waldir M., Santi, Gaia C., Santiago-Tovar, Natalia, Savage, David, Scheffer, Julian A., Schönegger, Philipp, Schultner, David T., Schutte, Enid M., Scott, Andy, Sharma, Madhavi, Sharma, Pujan, Skali, Ahmed, Stadelmann, David, Stafford, Clara Alexandra, Stanojević, Dragan, Stefaniak, Anna, Sternisko, Anni, Stoica, Agustin, Stoyanova, Kristina K., Strickland, Brent, Sundvall, Jukka, Thomas, Jeffrey P., Tinghög, Gustav, Torgler, Benno, Traast, Iris J., Tucciarelli, Raffaele, Tyrala, Michael, Ungson, Nick D., Uysal, Mete S., Van Lange, Paul A. M., Van Prooijen, Jan-Willem, Van Rooy, Dirk, Västfjäll, Daniel, Verkoeijen, Peter, Vieira, Joana B., Von Sikorski, Christian, Walker, Alexander Cameron, Watermeyer, Jennifer, Wetter, Erik, Whillans, Ashley, Willardt, Robin, Wohl, Michael J. A., Wójcik, Adrian Dominik, Wu, Kaidi, Yamada, Yuki, Yilmaz, Onurcan, Yogeeswaran, Kumar, Ziemer, Carolin-Theresa, Zwaan, Rolf A., Boggio, Paulo S., Van Bavel, Jay J., Cichocka, Aleksandra, Capraro, Valerio, Sjåstad, Hallgeir, Nezlek, John B., Pavlović, Tomislav, Alfano, Mark, Gelfand, Michele J., Azevedo, Flavio, Birtel, Michèle D., Cislak, Aleksandra, Lockwood, Patricia L., Ross, Robert Malcolm, Abts, Koen, Agadullina, Elena, Aruta, John Jamir Benzon, Besharati, Sahba Nomvula, Bor, Alexander, Choma, Becky L., Crabtree, Charles David, Cunningham, William A., De, Koustav, Ejaz, Waqa, Elbaek, Christian T., Findor, Andrej, Flichtentrei, Daniel, Franc, Renata, Gjoneska, Biljana, Gruber, June, Gualda, Estrella, Horiuchi, Yusaku, Huynh, Toan Luu Duc, Ibanez, Augustin, Imran, Mostak Ahamed, Israelashvili, Jacob, Jasko, Katarzyna, Kantorowicz, Jaroslaw, Kantorowicz-Reznichenko, Elena, Krouwel, André, Laakasuo, Michael, Lamm, Clau, Leygue, Caroline, Lin, Ming-Jen, Mansoor, Mohammad Sabbir, Marie, Antoine, Mayiwar, Lewend, Mazepus, Honorata, McHugh, Cillian, Minda, John Paul, Mitkidis, Panagioti, Olsson, Andrea, Otterbring, Tobia, Packer, Dominic J., Perry, Anat, Petersen, Michael Bang, Puthillam, Arathy, Riaño-Moreno, Julián C., Rothmund, Tobia, Santamaría-García, Hernando, Schmid, Petra C., Stoyanov, Drozdstoy, Tewari, Shruti, Todosijević, Bojan, Tsakiris, Mano, Tung, Hans H., Umbreș, Radu G., Vanags, Edmund, Vlasceanu, Madalina, Vonasch, Andrew, Yucel, Meltem, Zhang, Yucheng, Abad, Mohcine, Adler, Eli, Akrawi, Narin, Mdarhri, Hamza Alaoui, Amara, Hanane, Amodio, David M., Antazo, Benedict G., Apps, Matthew, Ay, F. Ceren, Ba, Mouhamadou Hady, Barbosa, Sergio, Bastian, Brock, Berg, Anton, Bernal-Zárate, Maria P., Bernstein, Michael, Białek, Michał, Bilancini, Ennio, Bogatyreva, Natalia, Boncinelli, Leonardo, Booth, Jonathan E., Borau, Sylvie, Buchel, Ondrej, Cameron, C. Daryl, Carvalho, Chrissie F., Celadin, Tatiana, Cerami, Chiara, Chalise, Hom Nath, Cheng, Xiaojun, Cian, Luca, Cockcroft, Kate, Conway, Jane, Córdoba-Delgado, Mateo Andre, Crespi, Chiara, Crouzevialle, Marie, Cutler, Jo, Cypryańska, Marzena, Dabrowska, Justyna, Daniels, Michael A., Davis, Victoria H., Dayley, Pamala N., Delouvee, Sylvain, Denkovski, Ognjan, Dezecache, Guillaume, Dhaliwal, Nathan A., Diato, Alelie B., Di Paolo, Roberto, Drosinou, Marianna, Dulleck, Uwe, Ekmanis, Jāni, Ertan, Arhan S., Etienne, Tom W., Farhana, Hapsa Hossain, Farkhari, Fahima, Farmer, Harry, Fenwick, Ali, Fidanovski, Kristijan, Flew, Terry, Fraser, Shona, Frempong, Raymond Boadi, Fugelsang, Jonathan A., Gale, Jessica, Garcia-Navarro, E. Begoña, Garladinne, Prasad, Ghajjou, Oussama, Gkinopoulos, Theofilo, Gray, Kurt, Griffin, Siobhán M., Gronfeldt, Bjarki, Gümren, Mert, Gurung, Ranju Lama, Halperin, Eran, Harris, Elizabeth, Herzon, Volo, Hruška, Matej, Huang, Guanxiong, Hudecek, Matthias F. C., Isler, Ozan, Jangard, Simon, Jørgensen, Frederik J., Kachanoff, Frank, Kahn, John, Dangol, Apsara Katuwal, Keudel, Oleksandra, Koppel, Lina, Koverola, Mika, Kubin, Emily, Kunnari, Anton, Kutiyski, Yordan, Laguna, Oscar, Leota, Josh, Lermer, Eva, Levy, Jonathan, Levy, Neil, Li, Chunyun, Long, Elizabeth U., Longoni, Chiara, Maglić, Marina, McCashin, Darragh, Metcalf, Alexander L., Mikloušić, Igor, El Mimouni, Soulaimane, Miura, Asako, Molina-Paredes, Juliana, Monroy-Fonseca, César, Morales-Marente, Elena, Moreau, David, Muda, Rafał, Myer, Annalisa, Nash, Kyle, Nesh-Nash, Tarik, Nitschke, Jonas P., Nurse, Matthew S., Ohtsubo, Yohsuke, Oldemburgo de Mello, Victoria, O’Madagain, Cathal, Onderco, Michal, Palacios-Galvez, M. Soledad, Palomäki, Jussi, Pan, Yafeng, Papp, Zsófia, Pärnamets, Philip, Paruzel-Czachura, Mariola, Pavlović, Zoran, Payán-Gómez, César, Perander, Silva, Pitman, Michael Mark, Prasad, Rajib, Pyrkosz-Pacyna, Joanna, Rathje, Steve, Raza, Ali, Rêgo, Gabriel G., Rhee, Kasey, Robertson, Claire E., Rodríguez-Pascual, Iván, Saikkonen, Teemu, Salvador-Ginez, Octavio, Sampaio, Waldir M., Santi, Gaia C., Santiago-Tovar, Natalia, Savage, David, Scheffer, Julian A., Schönegger, Philipp, Schultner, David T., Schutte, Enid M., Scott, Andy, Sharma, Madhavi, Sharma, Pujan, Skali, Ahmed, Stadelmann, David, Stafford, Clara Alexandra, Stanojević, Dragan, Stefaniak, Anna, Sternisko, Anni, Stoica, Augustin, Stoyanova, Kristina K., Strickland, Brent, Sundvall, Jukka, Thomas, Jeffrey P., Tinghög, Gustav, Torgler, Benno, Traast, Iris J., Tucciarelli, Raffaele, Tyrala, Michael, Ungson, Nick D., Uysal, Mete S., Van Lange, Paul A. M., van Prooijen, Jan-Willem, van Rooy, Dirk, Västfjäll, Daniel, Verkoeijen, Peter, Vieira, Joana B., von Sikorski, Christian, Walker, Alexander Cameron, Watermeyer, Jennifer, Wetter, Erik, Whillans, Ashley, Willardt, Robin, Wohl, Michael J. A., Wójcik, Adrian Dominik, Wu, Kaidi, Yamada, Yuki, Yilmaz, Onurcan, Yogeeswaran, Kumar, Ziemer, Carolin-Theresa, Zwaan, Rolf A., Boggio, Paulo S., Department of Digital Humanities, Faculty Common Matters (Faculty of Arts), Cognitive Science, Helsinki Research Hub on Religion, Media and Social Change, Helsinki Social Computing Group, Doctoral Programme in Cognition, Learning, Instruction and Communication, Mind and Matter, High Performance Cognition group, Medicum, Digital Humanities, Law and Economics, Pharmacy, Public Administration, Molecular Genetics, Research Methods and Techniques, Brain and Cognition, Van Bavel, Jay J [0000-0002-2520-0442], Cichocka, Aleksandra [0000-0003-1703-1586], Sjåstad, Hallgeir [0000-0002-8730-1038], Nezlek, John B [0000-0003-4963-3637], Pavlović, Tomislav [0000-0002-4470-3715], Alfano, Mark [0000-0001-5879-8033], Azevedo, Flavio [0000-0001-9000-8513], Cislak, Aleksandra [0000-0002-9880-6947], Lockwood, Patricia L [0000-0001-7195-9559], Ross, Robert Malcolm [0000-0001-8711-1675], Abts, Koen [0000-0001-8546-8347], Agadullina, Elena [0000-0002-1505-1412], Aruta, John Jamir Benzon [0000-0003-4155-1063], Besharati, Sahba Nomvula [0000-0003-2836-7982], Bor, Alexander [0000-0002-2624-9221], Crabtree, Charles David [0000-0001-5144-8671], De, Koustav [0000-0001-9562-0672], Ejaz, Waqas [0000-0002-2492-4115], Elbaek, Christian T [0000-0002-7039-4565], Findor, Andrej [0000-0002-5896-6989], Franc, Renata [0000-0002-1909-2393], Gjoneska, Biljana [0000-0003-1200-6672], Huynh, Toan Luu Duc [0000-0002-1486-127X], Ibanez, Augustin [0000-0001-6758-5101], Imran, Mostak Ahamed [0000-0002-5101-3149], Kantorowicz, Jaroslaw [0000-0002-1186-5427], Krouwel, André [0000-0003-0952-6028], Laakasuo, Michael [0000-0003-2826-6073], Lamm, Claus [0000-0002-5422-0653], Leygue, Caroline [0000-0002-0355-1030], Lin, Ming-Jen [0000-0002-7174-2226], Mansoor, Mohammad Sabbir [0000-0002-6541-3506], Marie, Antoine [0000-0002-7958-0153], McHugh, Cillian [0000-0002-9701-3232], Minda, John Paul [0000-0002-4081-010X], Mitkidis, Panagiotis [0000-0002-9495-7369], Olsson, Andreas [0000-0001-5272-7744], Otterbring, Tobias [0000-0002-0283-8777], Perry, Anat [0000-0003-2329-856X], Petersen, Michael Bang [0000-0002-6782-5635], Riaño-Moreno, Julián C [0000-0003-4182-0550], Rothmund, Tobias [0000-0003-2979-5129], Schmid, Petra C [0000-0002-9990-5445], Stoyanov, Drozdstoy [0000-0002-9975-3680], Todosijević, Bojan [0000-0002-6116-993X], Tsakiris, Manos [0000-0001-7753-7576], Tung, Hans H [0000-0001-5332-7582], Vanags, Edmunds [0000-0003-1932-936X], Vlasceanu, Madalina [0000-0003-2138-1968], Yucel, Meltem [0000-0002-7274-5971], Zhang, Yucheng [0000-0001-9435-6734], Abad, Mohcine [0000-0002-4964-5411], Mdarhri, Hamza Alaoui [0000-0001-9831-6561], Amara, Hanane [0000-0003-0732-2320], Antazo, Benedict G [0000-0001-9993-8960], Apps, Matthew [0000-0001-5793-2202], Barbosa, Sergio [0000-0003-1989-158X], Bastian, Brock [0000-0003-4619-3322], Bernal-Zárate, Maria P [0000-0001-8232-6220], Białek, Michał [0000-0002-5062-5733], Boncinelli, Leonardo [0000-0003-0626-5133], Booth, Jonathan E [0000-0002-8563-4613], Borau, Sylvie [0000-0003-1564-0695], Buchel, Ondrej [0000-0002-0139-5513], Chalise, Hom Nath [0000-0002-9301-6890], Cian, Luca [0000-0002-8051-1366], Cockcroft, Kate [0000-0002-6166-8050], Conway, Jane [0000-0003-3883-349X], Córdoba-Delgado, Mateo Andres [0000-0002-2264-7388], Crouzevialle, Marie [0000-0002-5538-6030], Cutler, Jo [0000-0003-1073-764X], Dabrowska, Justyna [0000-0002-8821-7161], Davis, Victoria H [0000-0002-7207-4629], Dayley, Pamala N [0000-0001-8955-9502], Delouvee, Sylvain [0000-0002-4029-597X], Di Paolo, Roberto [0000-0002-6081-6656], Dulleck, Uwe [0000-0002-0953-5963], Ekmanis, Jānis [0000-0003-1781-1785], Etienne, Tom W [0000-0002-4299-6593], Farkhari, Fahima [0000-0002-8484-5128], Farmer, Harry [0000-0002-3684-0605], Fenwick, Ali [0000-0002-5412-9745], Flew, Terry [0000-0003-4485-9338], Frempong, Raymond Boadi [0000-0002-4603-5570], Gale, Jessica [0000-0001-5677-8629], Garcia-Navarro, E Begoña [0000-0001-6913-8882], Ghajjou, Oussama [0000-0002-2975-0265], Griffin, Siobhán M [0000-0002-3613-2844], Halperin, Eran [0000-0002-3379-2935], Herzon, Volo [0000-0001-7781-1651], Huang, Guanxiong [0000-0002-8588-1454], Hudecek, Matthias FC [0000-0002-7696-766X], Isler, Ozan [0000-0002-4638-2230], Jangard, Simon [0000-0002-7876-4161], Jørgensen, Frederik J [0000-0002-5461-912X], Kahn, John [0000-0002-0548-3123], Koppel, Lina [0000-0002-6302-0047], Koverola, Mika [0000-0001-8227-6120], Leota, Josh [0000-0002-7714-4630], Lermer, Eva [0000-0002-6600-9580], Maglić, Marina [0000-0002-6851-4601], Metcalf, Alexander L [0000-0001-9532-585X], Miura, Asako [0000-0002-7563-7503], Monroy-Fonseca, César [0000-0003-4696-8159], Morales-Marente, Elena [0000-0002-1227-9606], Moreau, David [0000-0002-1957-1941], Nesh-Nash, Tarik [0000-0002-5532-9095], Nitschke, Jonas P [0000-0002-3244-8585], Nurse, Matthew S [0000-0003-1787-5914], Palomäki, Jussi [0000-0001-6063-0926], Pan, Yafeng [0000-0002-5633-8313], Pavlović, Zoran [0000-0002-9231-5100], Payán-Gómez, César [0000-0002-0633-1332], Perander, Silva [0000-0001-6711-8079], Pitman, Michael Mark [0000-0001-5532-5388], Pyrkosz-Pacyna, Joanna [0000-0002-9112-8629], Raza, Ali [0000-0002-2438-6054], Rhee, Kasey [0000-0002-8562-0801], Rodríguez-Pascual, Iván [0000-0002-5385-3643], Saikkonen, Teemu [0000-0001-9619-3270], Sampaio, Waldir M [0000-0002-6066-4314], Schönegger, Philipp [0000-0001-9930-487X], Schultner, David T [0000-0003-2253-4065], Scott, Andy [0000-0002-3294-0078], Skali, Ahmed [0000-0002-4753-3280], Stadelmann, David [0000-0002-1211-9936], Stafford, Clara Alexandra [0000-0003-1716-7870], Stanojević, Dragan [0000-0002-3667-2461], Stefaniak, Anna [0000-0002-1706-7784], Sternisko, Anni [0000-0002-2507-3076], Stoica, Augustin [0000-0003-0585-1114], Sundvall, Jukka [0000-0003-4310-1162], Tinghög, Gustav [0000-0002-8159-1249], Torgler, Benno [0000-0002-9809-963X], Tucciarelli, Raffaele [0000-0002-0342-308X], Tyrala, Michael [0000-0001-5268-8319], Van Lange, Paul AM [0000-0001-7774-6984], van Prooijen, Jan-Willem [0000-0001-6236-0819], Västfjäll, Daniel [0000-0003-2873-4500], von Sikorski, Christian [0000-0002-3787-8277], Walker, Alexander Cameron [0000-0003-1431-6770], Watermeyer, Jennifer [0000-0001-7918-8832], Whillans, Ashley [0000-0002-1726-6978], Willardt, Robin [0000-0002-2495-3450], Wohl, Michael JA [0000-0001-6945-5562], Wójcik, Adrian Dominik [0000-0002-7073-6019], Wu, Kaidi [0000-0001-6881-7437], Yamada, Yuki [0000-0003-1431-568X], Yilmaz, Onurcan [0000-0002-6094-7162], Ziemer, Carolin-Theresa [0000-0002-0794-7702], Apollo - University of Cambridge Repository, Communication Science, Network Institute, Communication Choices, Content and Consequences (CCCC), Social Psychology, IBBA, A-LAB, New York University [New York] (NYU), NYU System (NYU), University of Kent [Canterbury], Middlesex University [London], Norwegian School of Economics and Business Administration, SWPS University of Social Sciences and Humanities (SWPS), College of William and Mary [Williamsburg] (WM), Ivo Pilar Institute of Social Sciences, Macquarie University, Stanford University, Friedrich-Schiller-Universität = Friedrich Schiller University Jena [Jena, Germany], University of Greenwich, University of Oxford, University of Birmingham [Birmingham], Catholic University of Leuven - Katholieke Universiteit Leuven (KU Leuven), Vysšaja škola èkonomiki = National Research University Higher School of Economics [Moscow] (HSE), De La Salle University [Manila] (DLSU), University of the Witwatersrand [Johannesburg] (WITS), Aarhus University [Aarhus], University of Toronto, Dartmouth College [Hanover], University of Kentucky (UK), National University of Sciences and Technology [Islamabad] (NUST), Comenius University in Bratislava, IntraMed, Buenos Aires, DF, Argentina, Macedonian Academy of Sciences and Arts [Skopje, North 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Università degli Studi di Firenze = University of Florence (UniFI), London School of Economics and Political Science (LSE), Toulouse School of Economics (TSE-R), Université Toulouse Capitole (UT Capitole), Université de Toulouse (UT)-Université de Toulouse (UT)-École des hautes études en sciences sociales (EHESS)-Centre National de la Recherche Scientifique (CNRS)-Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement (INRAE), Tilburg University [Tilburg], Netspar, Pennsylvania State University (Penn State), Penn State System, Universidade Federal de Santa Catarina = Federal University of Santa Catarina [Florianópolis] (UFSC), University of Bologna/Università di Bologna, Istituto Universitario di Studi Superiori (IUSS), Shenzhen University [Shenzhen], Institute for Advanced Study in Toulouse (IAST), Università degli Studi di Pavia = University of Pavia (UNIPV), Cracow University of Economics, University of British Columbia (UBC), University of California [Los Angeles] (UCLA), University of California (UC), Laboratoire de Psychologie : Cognition, Comportement, Communication (LP3C - EA1285), Université de Bretagne Sud (UBS)-Université de Brest (UBO)-Université de Rennes 2 (UR2)-Institut Brestois des Sciences de l'Homme et de la Société (IBSHS), Université de Brest (UBO), Laboratoire de Psychologie Sociale et Cognitive (LAPSCO), Centre National de la Recherche Scientifique (CNRS)-Université Clermont Auvergne (UCA), University of British Columbia [Vancouver], Cavite State University-General Trias City Campus, School for Advanced Studies Lucca (IMT), Queensland University of Technology [Brisbane] (QUT), Australian National University (ANU), Boǧaziçi üniversitesi = Boğaziçi University [Istanbul], Kieskompas, Hult International Business School Dubai, The University of Sydney, University of Bayreuth, University of Waterloo [Waterloo], University of Bradford, University of Crete [Heraklion] (UOC), University of North Carolina [Chapel Hill] (UNC), University of North Carolina System (UNC), Koç University, City University of Hong Kong [Hong Kong] (CUHK), University of Regensburg, Universität Duisburg-Essen = University of Duisburg-Essen [Essen], Free University of Berlin (FU), Linköping University (LIU), University of Koblenz-Landau, University of Alberta, Ludwig Maximilian University [Munich] (LMU), Interdisciplinary Center Herzliya (IDC), Aalto University, Macquarie University [Sydney], Boston University [Boston] (BU), Dublin City University [Dublin] (DCU), University of Montana, Osaka University [Osaka], SEELE Neuroscience, University of Auckland [Auckland], Maria Curie-Sklodowska University (UMCS), CUNY Graduate Center (The Graduate Center), City University of New York [New York] (CUNY), The University of Tokyo (UTokyo), Mohammed VI Polytechnic University, Hungarian Academy of Sciences (MTA), Medical University of Silesia (SUM), University of Belgrade [Belgrade], Vidyasagar College For Women, AGH University of Science and Technology [Krakow, PL] (AGH UST), University of Cambridge [UK] (CAM), Mackenzie Presbyterian University [São Paulo] (UPM), University of Turku, University of Newcastle [Callaghan, Australia] (UoN), University of St Andrews [Scotland], University of Groningen [Groningen], Carleton University, National University of Political Studies and Public Administration Bucharest, Romania (SNSPA), University of Plovdiv, Institut Jean-Nicod (IJN), Département d'Etudes Cognitives - ENS Paris (DEC), École normale supérieure - Paris (ENS-PSL), Université Paris sciences et lettres (PSL)-Université Paris sciences et lettres (PSL)-École normale supérieure - Paris (ENS-PSL), Université Paris sciences et lettres (PSL)-Université Paris sciences et lettres (PSL)-École des hautes études en sciences sociales (EHESS)-Collège de France (CdF (institution))-Centre National de la Recherche Scientifique (CNRS)-Département de Philosophie - ENS Paris, Université Paris sciences et lettres (PSL)-Université Paris sciences et lettres (PSL), Center for Research in Economics, Management and the Arts (CREMA), Partenaires INRAE, University College of London [London] (UCL), The Hong Kong University of Science and Technology, Susquehanna University, Dokuz Eylül Üniversitesi = Dokuz Eylül University [Izmir] (DEÜ), Stockholm School of Economics (SSE), Harvard Business School, Harvard University, Nicolaus Copernicus University [Toruń], University of California [San Diego] (UC San Diego), Kyushu University, Kadir Has University (KHAS), Van Bavel, Jay J. [0000-0002-2520-0442], Nezlek, John B. [0000-0003-4963-3637], Lockwood, Patricia L. [0000-0001-7195-9559], Elbaek, Christian T. [0000-0002-7039-4565], Ibanez, Agustin [0000-0001-6758-5101], Riaño-Moreno, Julián C. [0000-0003-4182-0550], Schmid, Petra C. [0000-0002-9990-5445], Tung, Hans H. [0000-0001-5332-7582], Antazo, Benedict G. [0000-0001-9993-8960], Bernal-Zárate, Maria P. [0000-0001-8232-6220], Booth, Jonathan E. [0000-0002-8563-4613], Davis, Victoria H. [0000-0002-7207-4629], Dayley, Pamala N. [0000-0001-8955-9502], Etienne, Tom W. [0000-0002-4299-6593], Garcia-Navarro, E. Begoña [0000-0001-6913-8882], Griffin, Siobhán M. [0000-0002-3613-2844], Hudecek, Matthias F. C. [0000-0002-7696-766X], Jørgensen, Frederik J. [0000-0002-5461-912X], Metcalf, Alexander L. [0000-0001-9532-585X], Nitschke, Jonas P. [0000-0002-3244-8585], Nurse, Matthew S. [0000-0003-1787-5914], Sampaio, Waldir M. [0000-0002-6066-4314], Schultner, David T. [0000-0003-2253-4065], Stoica, Agustin [0000-0003-0585-1114], Van Lange, Paul A. M. [0000-0001-7774-6984], Wohl, Michael J. A. [0000-0001-6945-5562], New York University, University of Kent, Middlesex University, Norwegian School of Economics, College of William and Mary, Institute of Social Sciences Ivo Pilar, Friedrich Schiller University Jena, SWPS University of Social Sciences and Humanities, KU Leuven, Higher School of Economics, De La Salle University Manila, University of the Witwatersrand, Aarhus University, X University, Dartmouth College, University of Kentucky, National University of Sciences and Technology Pakistan, IntraMed, Macedonian Academy of Sciences and Arts, University of Colorado Boulder, University of Huelva, Otto Beisheim School of Management, Universidad Adolfo Ibáñez, Hebrew University of Jerusalem, Jagiellonian University in Kraków, Leiden University, Vrije Universiteit Amsterdam, University of Helsinki, University of Vienna, Universidad Nacional Autónoma de México, National Taiwan University, BI Norwegian Business School, University of Limerick, Western University, Karolinska Institutet, University of Agder, Lehigh University, Universidad Cooperativa de Colombia, Universidad Javeriana, Swiss Federal Institute of Technology Zurich, Indian Institute of Management Indore, Institute of Social Sciences, Royal Holloway University of London, University of Latvia, University of Canterbury, Duke University, Hebei University of Technology, University of Kurdistan, Impact For Development, Jose Rizal University, University of Birmingham, Université Cheikh Anta Diop de Dakar, Universidad del Rosario, Pennsylvania State University, University of Wrocław, IMT Institute for Advanced Studies Lucca, University of Florence, Birkbeck University of London, Toulouse Business School, Tilburg University, Universidade Federal de Santa Catarina, Universita di Bologna, University of Pavia, Shenzhen University, Université Toulouse 1 Capitole, IRCCS Fondazione Istituto Neurologico Casimiro Mondino - Pavia, University of British Columbia, University of California Los Angeles, University of Rennes 2, University of Amsterdam, Université Clermont Auvergne, Cavite State University, Queensland University of Technology, Bogazici University, University of Sydney, University of Waterloo, University of North Carolina at Chapel Hill, Koc University, City University of Hong Kong, Free University of Berlin, Linköping University, Ludwig Maximilian University of Munich, Department of Neuroscience and Biomedical Engineering, Boston University, Dublin City University, Osaka University, University of Auckland, Maria Curie-Sklodowska University, Australian National University, The University of Tokyo, Hungarian Academy of Sciences, University of Silesia in Katowice, University of Belgrade, University of Calcutta, AGH University of Science and Technology, University of Cambridge, Universidade Presbiteriana Mackenzie, University of Newcastle, University of St Andrews, University of Groningen, National School of Political and Administrative Studies, University College London, Hong Kong University of Science and Technology, Dokuz Eylul University, Stockholm School of Economics, Nicolaus Copernicus University in Toruń, University of California San Diego, Kadir Has University, Aalto-yliopisto, University of St Andrews. School of International Relations, University of St Andrews. School of Psychology and Neuroscience, Van Bavel, J, Cichocka, A, Capraro, V, Sjastad, H, Nezlek, J, Pavlovic, T, Alfano, M, Gelfand, M, Azevedo, F, Birtel, M, Cislak, A, Lockwood, P, Ross, R, Abts, K, Agadullina, E, Aruta, J, Besharati, S, Bor, A, Choma, B, Crabtree, C, Cunningham, W, De, K, Ejaz, W, Elbaek, C, Findor, A, Flichtentrei, D, Franc, R, Gjoneska, B, Gruber, J, Gualda, E, Horiuchi, Y, Huynh, T, Ibanez, A, Imran, M, Israelashvili, J, Jasko, K, Kantorowicz, J, Kantorowicz-Reznichenko, E, Krouwel, A, Laakasuo, M, Lamm, C, Leygue, C, Lin, M, Mansoor, M, Marie, A, Mayiwar, L, Mazepus, H, Mchugh, C, Minda, J, Mitkidis, P, Olsson, A, Otterbring, T, Packer, D, Perry, A, Petersen, M, Puthillam, A, Riano-Moreno, J, Rothmund, T, Santamaria-Garcia, H, Schmid, P, Stoyanov, D, Tewari, S, Todosijevic, B, Tsakiris, M, Tung, H, Umbres, R, Vanags, E, Vlasceanu, M, Vonasch, A, Yucel, M, Zhang, Y, Abad, M, Adler, E, Akrawi, N, Mdarhri, H, Amara, H, Amodio, D, Antazo, B, Apps, M, Ay, F, Ba, M, Barbosa, S, Bastian, B, Berg, A, Bernal-Zarate, M, Bernstein, M, Bialek, M, Bilancini, E, Bogatyreva, N, Boncinelli, L, Booth, J, Borau, S, Buchel, O, Cameron, C, Carvalho, C, Celadin, T, Cerami, C, Chalise, H, Cheng, X, Cian, L, Cockcroft, K, Conway, J, Cordoba-Delgado, M, Crespi, C, Crouzevialle, M, Cutler, J, Cypryanska, M, Dabrowska, J, Daniels, M, Davis, V, Dayley, P, Delouvee, S, Denkovski, O, Dezecache, G, Dhaliwal, N, Diato, A, Di Paolo, R, Drosinou, M, Dulleck, U, Ekmanis, J, Ertan, A, Etienne, T, Farhana, H, Farkhari, F, Farmer, H, Fenwick, A, Fidanovski, K, Flew, T, Fraser, S, Frempong, R, Fugelsang, J, Gale, J, Garcia-Navarro, E, Garladinne, P, Ghajjou, O, Gkinopoulos, T, Gray, K, Griffin, S, Gronfeldt, B, Gumren, M, Gurung, R, Halperin, E, Harris, E, Herzon, V, Hruska, M, Huang, G, Hudecek, M, Isler, O, Jangard, S, Jorgensen, F, Kachanoff, F, Kahn, J, Dangol, A, Keudel, O, Koppel, L, Koverola, M, Kubin, E, Kunnari, A, Kutiyski, Y, Laguna, O, Leota, J, Lermer, E, Levy, J, Levy, N, Li, C, Long, E, Longoni, C, Maglic, M, Mccashin, D, Metcalf, A, Miklousic, I, El Mimouni, S, Miura, A, Molina-Paredes, J, Monroy-Fonseca, C, Morales-Marente, E, Moreau, D, Muda, R, Myer, A, Nash, K, Nesh-Nash, T, Nitschke, J, Nurse, M, Ohtsubo, Y, Oldemburgo de Mello, V, O'Madagain, C, Onderco, M, Palacios-Galvez, M, Palomaki, J, Pan, Y, Papp, Z, Parnamets, P, Paruzel-Czachura, M, Pavlovic, Z, Payan-Gomez, C, Perander, S, Pitman, M, Prasad, R, Pyrkosz-Pacyna, J, Rathje, S, Raza, A, Rego, G, Rhee, K, Robertson, C, Rodriguez-Pascual, I, Saikkonen, T, Salvador-Ginez, O, Sampaio, W, Santi, G, Santiago-Tovar, N, Savage, D, Scheffer, J, Schonegger, P, Schultner, D, Schutte, E, Scott, A, Sharma, M, Sharma, P, Skali, A, Stadelmann, D, Stafford, C, Stanojevic, D, Stefaniak, A, Sternisko, A, Stoica, A, Stoyanova, K, Strickland, B, Sundvall, J, Thomas, J, Tinghog, G, Torgler, B, Traast, I, Tucciarelli, R, Tyrala, M, Ungson, N, Uysal, M, Van Lange, P, van Prooijen, J, van Rooy, D, Vastfjall, D, Verkoeijen, P, Vieira, J, von Sikorski, C, Walker, A, Watermeyer, J, Wetter, E, Whillans, A, Willardt, R, Wohl, M, Wojcik, A, Wu, K, Yamada, Y, Yilmaz, O, Yogeeswaran, K, Ziemer, C, Zwaan, R, and Boggio, P

Subjects
IMAGE, Health Behavior, COVID-19, national identity, public health, pandemic, cross-cultural, Collective narcissism, Settore SECS-P/02 - Politica Economica, health behavior, Sociology, RA0421 Public health. Hygiene. Preventive Medicine, Settore SECS-P/01 - Economia Politica, public health behaviours, COVID-19, collective behaviour, Public health, [SHS.SOCIO]Humanities and Social Sciences/Sociology, Social Identification, 706/689/477/2811, article, Social identity, Public Health, Global Health, Social Medicine and Epidemiology, [SHS.ECO]Humanities and Social Sciences/Economics and Finance, 3142 Public health care science, environmental and occupational health, VDP::Medisinske Fag: 700::Helsefag: 800, 5141 Sociology, Settore SECS-P/03 - Scienza delle Finanze, National identity, Human, Cross-Cultural Comparison, BF Psychology, Science, COVID-19 pandemic, BF, national narcissism, HV Social pathology. Social and public welfare. Criminology, Humans, Leadership, Pandemics, Public Health, SARS-CoV-2, Self Report, Social Conformity, Human development, 692/699/255/2514, SDG 3 - Good Health and Well-being, Human behaviour, political ideology, COLLECTIVE NARCISSISM, SOCIAL IDENTITY, MCC, Pandemic, IDENTIFICATION, DAS, [SHS.SCIPO]Humanities and Social Sciences/Political science, Coronavirus, MODEL, Folkhälsovetenskap, global hälsa, socialmedicin och epidemiologi, Viral infection, Idenfication, Image, RA Public aspects of medicine, [SDV.SPEE]Life Sciences [q-bio]/Santé publique et épidémiologie, Human medicine, RA, Model
Abstract

Funder: Research Council of Norway through its Centres of Excellence Scheme, FAIR project No 262675, Funder: J. William Fulbright Program, Funder: Institute for Lifecourse Development, University of Greenwich, Funder: Economic Social Research Council Impact Acceleration Award, University of Oxford, Funder: Institute of Social Sciences Ivo Pilar, Funder: Academy of Finland (Suomen Akatemia); doi: https://doi.org/10.13039/501100002341, Funder: Universität Wien (University of Vienna); doi: https://doi.org/10.13039/501100003065, Funder: Ministry of Science and Technology, Taiwan (Ministry of Science and Technology of Taiwan); doi: https://doi.org/10.13039/501100004663, Funder: NOMIS Stiftung (NOMIS Foundation); doi: https://doi.org/10.13039/501100008483, Funder: Princeton Graduate Student Research Funding (Program in Cognitive Science), Funder: Corruption Laboratory on Ethics, Accountability, and the Rule of Law (CLEAR), University of Virginia, Funder: Project Pro.Co.P.E., IMT School (PAI2019), Funder: Italian Ministry of University and Research - PRIN 2017 (20178293XT), Funder: Gouvernement du Canada | Natural Sciences and Engineering Research Council of Canada (Conseil de Recherches en Sciences Naturelles et en Génie du Canada); doi: https://doi.org/10.13039/501100000038, Funder: Australian Research Council (DP180102384), Funder: Ernst and Young (EY); doi: https://doi.org/10.13039/501100003064, Changing collective behaviour and supporting non-pharmaceutical interventions is an important component in mitigating virus transmission during a pandemic. In a large international collaboration (Study 1, N = 49,968 across 67 countries), we investigated self-reported factors associated with public health behaviours (e.g., spatial distancing and stricter hygiene) and endorsed public policy interventions (e.g., closing bars and restaurants) during the early stage of the COVID-19 pandemic (April-May 2020). Respondents who reported identifying more strongly with their nation consistently reported greater engagement in public health behaviours and support for public health policies. Results were similar for representative and non-representative national samples. Study 2 (N = 42 countries) conceptually replicated the central finding using aggregate indices of national identity (obtained using the World Values Survey) and a measure of actual behaviour change during the pandemic (obtained from Google mobility reports). Higher levels of national identification prior to the pandemic predicted lower mobility during the early stage of the pandemic (r = −0.40). We discuss the potential implications of links between national identity, leadership, and public health for managing COVID-19 and future pandemics.

Published
2022

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