Evidence map›Paper›PMID 35990802›Full record

ArticlePNAS nexus2022

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

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 and 218 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in PNAS nexus, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 23 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
23citing papers in PubMed, 2 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

23 citing papers in PubMed, 2 syntheses or guidelines pooled it.

  1. Pooled it
  2. Pooled it
  3. Don't Stop Belonging: Associations Between National Narcissism, Self-Esteem and Optimism in Social Belonging.International journal of psychology : Journal international de psychologie · 2026
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  7. Review
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  12. Review
  13. The Moral Foundations of Vaccine Passports.Journal of business ethics : JBE · 2023
    Article
  14. Article
  15. Article
  16. Article
  17. Article
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

228 authors.

Tomislav PavlovićInstitute of Social Sciences Ivo Pilar, Zagreb, Croatia.ORCID https://orcid.org/0000-0002-4470-3715
Flavio AzevedoDepartment of Psychology, Cambridge University, Cambridge, UK.ORCID https://orcid.org/0000-0001-9000-8513
Koustav DeDepartment of Finance and Quantitative Methods, Gatton College of Business and Economics, University of Kentucky, Lexington, KY, USA.ORCID https://orcid.org/0000-0001-9562-0672
Julián C Riaño-MorenoFaculty of Medicine, Cooperative University of Colombia, Villavicencio, Meta, Colombia and Department of bioethics, El Bosque University, Bogotá D.C. Colombia.ORCID https://orcid.org/0000-0003-4182-0550
Marina MaglićInstitute of Social Sciences Ivo Pilar, Zagreb, Croatia.ORCID https://orcid.org/0000-0002-6851-4601
Theofilos GkinopoulosDepartment of Philosophy and Social Studies, University of Crete, Rethymnon, Crete, Greece.ORCID https://orcid.org/0000-0003-1070-6245
Patricio Andreas Donnelly-KehoeDepartment of Research and Development, Kozaca SA, Rosario, Santa Fe, Argentina.ORCID https://orcid.org/0000-0002-3738-9537
César Payán-GómezDireccion Academica Sede la Paz,Universidad Nacional de Colombia - Sede de La Paz, Cesar, Colombia.ORCID https://orcid.org/0000-0002-0633-1332
Guanxiong HuangDepartment of Media and Communication, City University of Hong Kong, Kowloon Tong, Hong Kong.ORCID https://orcid.org/0000-0002-8588-1454
Jaroslaw KantorowiczDepartment of Economics, Institute of Security and Global Affairs, Leiden University, The Hague, Netherlands.ORCID https://orcid.org/0000-0002-1186-5427
Michèle D BirtelSchool of Human Sciences, University of Greenwich, London, UK.ORCID https://orcid.org/0000-0002-2383-9197
Philipp SchöneggerDepartment of Philosophy, School of Economics and Finance, University of St Andrews, St Andrews, UK.ORCID https://orcid.org/0000-0001-9930-487X
Valerio CapraroDepartment of Economics, Middlesex University London, London, UK.ORCID https://orcid.org/0000-0002-0579-0166
Hernando Santamaría-GarcíaDepartment of Psychiatry, Pontifical Xavierian University, Bogotá, Colombia.ORCID https://orcid.org/0000-0001-9422-3579
Meltem YucelDepartment of Psychology and Neuroscience, Duke University, Durham, NC, USA.ORCID https://orcid.org/0000-0002-7274-5971
Agustin IbanezLatin American Brain Health Institute (BrainLat), Universidad Adolfo Ibañez, Santiago, Peñalolén, Chile.ORCID https://orcid.org/0000-0001-6758-5101
Steve RathjeDepartment of Psychology, University of Cambridge, Cambridge, UK.ORCID https://orcid.org/0000-0001-6727-571X
Erik WetterDepartment of Business Administration, Stockholm School of Economics, Stockholm, Sweden.ORCID https://orcid.org/0000-0002-5821-6651
Dragan StanojevićDepartment of Sociology, Faculty of Philosophy, University of Belgrade, Belgrade, Serbia.ORCID https://orcid.org/0000-0002-3667-2461
Jan-Willem van ProoijenDepartment of Experimental and Applied Psychology, Vrije Universiteit Amsterdam, Amsterdam, Netherlands.ORCID https://orcid.org/0000-0001-6236-0819
Eugenia HesseDepartamento de Matemática y Ciencias, Universidad de San Andres, Victoria, Buenos Aires, Argentina.ORCID https://orcid.org/0000-0002-9077-9833
Christian T ElbaekDepartment of Management, Aarhus University, Aarhus, Denmark.ORCID https://orcid.org/0000-0002-7039-4565
Renata FrancInstitute of Social Sciences Ivo Pilar, Zagreb, Croatia.ORCID https://orcid.org/0000-0002-1909-2393
Zoran PavlovićDepartment of Psychology, Faculty of Philosophy, University of Belgrade, Belgrade, Serbia.ORCID https://orcid.org/0000-0002-9231-5100
Panagiotis MitkidisDepartment of Management, Aarhus University, Aarhus, Denmark.ORCID https://orcid.org/0000-0002-9495-7369
Aleksandra CichockaSchool of Psychology, University of Kent, Canterbury, UK.ORCID https://orcid.org/0000-0003-1703-1586
Michele GelfandStanford Graduate School of Business, Stanford University, Stanford, California, USA.
Mark AlfanoDepartment of Philosophy, Macquarie University, Macquarie Park, New South Wales, Australia.ORCID https://orcid.org/0000-0001-5879-8033
Robert M RossDepartment of Philosophy, Macquarie University, Macquarie Park, New South Wales, Australia.ORCID https://orcid.org/0000-0001-8711-1675
Hallgeir SjåstadDepartment of Strategy and Management, Norwegian School of Economics, Bergen, Norway.ORCID https://orcid.org/0000-0002-8730-1038
John B NezlekInstitute of Psychology, Center for Climate Action and Social Transformations, SWPS, University of Social Sciences and Humanities, Warsaw, Poland.ORCID https://orcid.org/0000-0003-4963-3637
Aleksandra CislakInstitute of Psychology, SWPS University of Social Sciences and Humanities, Warsaw, Poland.ORCID https://orcid.org/0000-0002-9880-6947
Patricia LockwoodCentre for Human Brain Health,School of Psychology, University of Birmingham, Birmingham, UK.ORCID https://orcid.org/0000-0001-7195-9559
Koen AbtsCentre for Sociological Research, Katholieke Universiteit Leuven, Leuven, Belgium.ORCID https://orcid.org/0000-0001-8546-8347
Elena AgadullinaFaculty of Psychology, Higher School of Economics University, Moscow, Russia.ORCID https://orcid.org/0000-0002-1505-1412
David M AmodioDepartment of Psychology, University of Amsterdam, Amsterdam, Netherlands.ORCID https://orcid.org/0000-0001-7746-0150
Matthew A J AppsCentre for Human Brain Health,School of Psychology, University of Birmingham, Birmingham, UK.ORCID https://orcid.org/0000-0001-5793-2202
John Jamir Benzon ArutaDepartment of Psychology, Sunway University, Petaling Jaya, Selangor, Malaysia.ORCID https://orcid.org/0000-0003-4155-1063
Sahba BesharatiDepartment of Psychology, University of the Witwatersrand, Johannesburg, Republic of South Africa.ORCID https://orcid.org/0000-0003-2836-7982
Alexander BorDepartment of Political Science, Aarhus University, Aarhus, Denmark.ORCID https://orcid.org/0000-0002-2624-9221
Becky ChomaDepartment of Psychology, Toronto Metropolitan University, Toronto, Ontario, Canada.ORCID https://orcid.org/0000-0002-8286-8983
William CunninghamDepartment of Psychology, University of Toronto, Toronto, Ontario, Canada.
Waqas EjazDepartment of Mass Communication, National University of Science and Technology (NUST), Islamabad, Islamabad Capital Territory, Pakistan.ORCID https://orcid.org/0000-0002-2492-4115
Harry FarmerDepartment of Psychology, University of Greenwich, London, UK.ORCID https://orcid.org/0000-0002-3684-0605
Andrej FindorInstitute of European Studies and International Relations, Faculty of Social and Economic Sciences, Comenius University, Bratislava, Slovakia.ORCID https://orcid.org/0000-0002-5896-6989
Biljana GjoneskaMacedonian Academy of Sciences and Arts, Skopje, Republic of North Macedonia.ORCID https://orcid.org/0000-0003-1200-6672
Estrella GualdaDepartment of Sociology, Social Work and Public Health, University of Huelva, Huelva, Spain.ORCID https://orcid.org/0000-0003-0220-2135
Toan L D HuynhDepartment of Decision Analytics and Risk, University of Southampton, Southampton, UK.ORCID https://orcid.org/0000-0002-6653-7447
Mostak Ahamed ImranDepartment of Educational and Counselling Psychology, BRAC Institute of Educational and Development, BRAC University, Dhaka, Bangladesh.ORCID https://orcid.org/0000-0002-5101-3149
Jacob IsraelashviliDepartment of Psychology, Hebrew University of Jerusalem, Jerusalem, Israel.ORCID https://orcid.org/0000-0003-1289-223X
Elena Kantorowicz-ReznichenkoRotterdam Institute of Law and Economics (RILE), Erasmus University Rotterdam, Rotterdam, Netherlands.ORCID https://orcid.org/0000-0001-8128-7290
André KrouwelDepartment of Communication Science, Vrije Universiteit Amsterdam, Amsterdam, Netherlands.ORCID https://orcid.org/0000-0003-0952-6028
Yordan KutiyskiKieskompas (Election Compass), Amsterdam, Netherlands.ORCID https://orcid.org/0000-0003-0889-4232
Michael LaakasuoDepartment of Digital Humanities, University of Helsinki, Helsinki, Finland.ORCID https://orcid.org/0000-0003-2826-6073
Claus LammDepartment of Cognition, Emotion, and Methods in Psychology, University of Vienna, Wien, Austria.ORCID https://orcid.org/0000-0002-5422-0653
Jonathan LevyDepartment of Neuroscience and Biomedical Engineering, Aalto University, Espoo, Finland.ORCID https://orcid.org/0000-0003-1007-2393
Caroline LeygueSchool of Psychology, Universidad Nacional Autónoma de Mexico, Mexico City, Mexico.ORCID https://orcid.org/0000-0002-0355-1030
Ming-Jen LinDepartment of Economics, National Taiwan University, Taipei, Taiwan.ORCID https://orcid.org/0000-0002-7174-2226
Mohammad Sabbir MansoorHEMS School, Kathmandu, Nepal.ORCID https://orcid.org/0000-0002-6541-3506
Antoine MarieDepartment of Political Science, Aarhus University, Aarhus, Denmark.ORCID https://orcid.org/0000-0002-7958-0153
Lewend MayiwarDepartment of Leadership and Organizational Behaviour, BI Norwegian Business School, Oslo, Norway.ORCID https://orcid.org/0000-0003-1404-4779
Honorata MazepusInstitute of Security and Global Affairs, Leiden University, The Hague, Netherlands.ORCID https://orcid.org/0000-0002-5005-9399
Cillian McHughDepartment of Psychology, University of Limerick, Limerick, Ireland.ORCID https://orcid.org/0000-0002-9701-3232
Andreas OlssonDepartment of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden.ORCID https://orcid.org/0000-0001-5272-7744
Tobias OtterbringDepartment of Management, University of Agder, Kristiansand, Norway.ORCID https://orcid.org/0000-0002-0283-8777
Dominic PackerDepartment of Psychology, Lehigh University, Bethlehem, PA, USA.ORCID https://orcid.org/0000-0001-8420-6548
Jussi PalomäkiDepartment of Digital Humanities, University of Helsinki, Helsinki, Finland.ORCID https://orcid.org/0000-0001-6063-0926
Anat PerryDepartment of Psychology, Hebrew University of Jerusalem, Jerusalem, Israel.ORCID https://orcid.org/0000-0003-2329-856X
Michael Bang PetersenDepartment of Political Science, Aarhus University, Aarhus, Denmark.ORCID https://orcid.org/0000-0002-6782-5635
Arathy PuthillamDepartment of Psychology, Monk Prayogshala, Powai, Mumbai, Maharashtra, India.ORCID https://orcid.org/0000-0003-2426-8362
Tobias RothmundDepartment of Social and Behavioral Science, Friedrich Schiller University Jena, Jena, Germany.ORCID https://orcid.org/0000-0003-2979-5129
Petra C SchmidDepartment of Management, Technology, and Economics, Swiss Federal Institute of Technology in Zürich, Zürich, Switzerland.ORCID https://orcid.org/0000-0002-9990-5445
David StadelmannChair of Development Economics,University of Bayreuth, Bayreuth, Germany.ORCID https://orcid.org/0000-0002-1211-9936
Augustin StoicaDepartment of Sociology, National School for Political and Administrative Studies (SNSPA), Bucharest, Romania.ORCID https://orcid.org/0000-0003-0585-1114
Drozdstoy StoyanovDepartment of Psychiatry and Medical Psychology, Medical University, Plovdiv, Bulgaria.ORCID https://orcid.org/0000-0002-9975-3680
Kristina StoyanovaDivision of Translational Neuroscience, Medical University, Plovdiv, Bulgaria.ORCID https://orcid.org/0000-0001-8362-6444
Shruti TewariHumanities and Social Sciences, Indian Institute of Management, Indore, Madhya Pradesh, India.ORCID https://orcid.org/0000-0003-1903-7252
Bojan TodosijevićInstitute of Social Sciences, Belgrade, Serbia.ORCID https://orcid.org/0000-0002-6116-993X
Benno TorglerSchool of Economics and Finance and Centre for Behavioural Economics, Society and Technology (BEST), Queensland University of Technology, Brisbane City, Queensland, Australia.ORCID https://orcid.org/0000-0002-9809-963X
Manos TsakirisDepartment of Psychology, Royal Holloway, University of London, Egham, UK.ORCID https://orcid.org/0000-0001-7753-7576
Hans H TungDepartment of Political Science, National Taiwan University, Taipei, Taiwan.ORCID https://orcid.org/0000-0001-5332-7582
Radu Gabriel UmbreșFaculty of Political Science, National University of Political Studies and Public Administration, Bucharest, Romania.ORCID https://orcid.org/0000-0002-6121-4518
Edmunds VanagsPsychology Department, University of Latvia, Riga, Latvia.ORCID https://orcid.org/0000-0003-1932-936X
Madalina VlasceanuDepartment of Psychology, New York University, New York, NY, USA.ORCID https://orcid.org/0000-0003-2138-1968
Andrew J VonaschSchool of Psychology, Speech, and Hearing, University of Canterbury, Christchurch, New Zealand.ORCID https://orcid.org/0000-0002-2784-5420
Yucheng ZhangSchool of Economics and Management, Hebei University of Technology, Tianjin, China.ORCID https://orcid.org/0000-0001-9435-6734
Mohcine AbadSchool of Collective Intelligence, Mohammed VI Polytechnic University, Ben Guerir, Morocco.ORCID https://orcid.org/0000-0002-4964-5411
Eli AdlerDepartment of Psychology, Hebrew University of Jerusalem, Jerusalem, Israel.ORCID https://orcid.org/0000-0002-9005-5536
Hamza Alaoui MdarhriSchool of Collective Intelligence, Mohammed VI Polytechnic University, Ben Guerir, Morocco.ORCID https://orcid.org/0000-0001-9831-6561
Benedict AntazoDepartment of Psychology, Jose Rizal University, Mandaluyong, Metro Manila, Philippines.ORCID https://orcid.org/0000-0001-9993-8960
F Ceren AyDepartment of Economics, Telenor Research, Fornebu, Norway.ORCID https://orcid.org/0000-0003-4444-2268
Mouhamadou El Hady BaCheikh Anta Diop University, Dakar, Senegal.ORCID https://orcid.org/0000-0002-2707-1242
Sergio BarbosaSchool of Medicine and Health Sciences, Universidad del Rosario, Bogotá, Colombia.ORCID https://orcid.org/0000-0003-1989-158X
Brock BastianMelbourne School of Psychological Sciences, University of Melbourne, Melbourne, Victoria, Australia.ORCID https://orcid.org/0000-0003-4619-3322
Anton BergDepartment of Digital Humanities, University of Helsinki, Helsinki, Finland.ORCID https://orcid.org/0000-0001-7143-762X
Michał BiałekFaculty of Historical and Pedagogical Sciences, University of Wroclaw, Wroclaw, Poland.ORCID https://orcid.org/0000-0002-5062-5733
Ennio BilanciniIMT School for Advanced Studies, Lucca, Italy.ORCID https://orcid.org/0000-0002-2027-3992
Natalia BogatyrevaLaboratory for Psychology of Social Inequality, Higher School of Economics University, Moscow, Russia.ORCID https://orcid.org/0000-0002-6024-2322
Leonardo BoncinelliDepartment of Economics and Management, University of Florence, Florence, Italy.ORCID https://orcid.org/0000-0003-0626-5133
Jonathan E BoothDepartment of Management, London School of Economics and Political Science, London, UK.ORCID https://orcid.org/0000-0002-8563-4613
Sylvie BorauDepartment of Marketing, TBS Education, Toulouse, France.ORCID https://orcid.org/0000-0003-1564-0695
Ondrej BuchelThe Institute for Sociology, Slovak Academy of Sciences, Bratislava, Slovakia.ORCID https://orcid.org/0000-0002-0139-5513
Chrissie Ferreira de CarvalhoDepartment of Psychology, Federal University of Santa Catarina, Florianopolis, Brazil.ORCID https://orcid.org/0000-0002-1369-6188
Tatiana CeladinDepartment of Economics, University of Bologna, Bologna, Italy.ORCID https://orcid.org/0000-0002-7743-3117
Chiara CeramiIUSS Cognitive Neuroscience Center, University School for Advanced Studies, Pavia, Italy.ORCID https://orcid.org/0000-0003-1974-3421
Hom Nath ChaliseCentral Department of Population Studies, Tribhuvan University, Kathmandu, Nepal.ORCID https://orcid.org/0000-0002-9301-6890
Xiaojun ChengSchool of Psychology, Shenzhen University, Shenzhen, China.
Luca CianDepartment of Marketing, Darden School of Business, University of Virginia, Charlottesville, VA, USA.ORCID https://orcid.org/0000-0002-8051-1366
Kate CockcroftDepartment of Psychology, University of the Witwatersrand, Johannesburg, Republic of South Africa.ORCID https://orcid.org/0000-0002-6166-8050
Jane ConwayMRC Social, Genetic and Developmental Psychiatry Centre,Institute for Advanced Study in Toulouse, Université Toulouse 1 Capitole, Toulouse Cedex 6, France.ORCID https://orcid.org/0000-0003-3883-349X
Mateo A Córdoba-DelgadoFaculty of Medicine, Pontifical Xavierian University, Bogotá, Colombia.ORCID https://orcid.org/0000-0002-2264-7388
Chiara CrespiU.O. Rho, Fondazione Luigi Clerici, Rho, Italy.ORCID https://orcid.org/0000-0002-7851-9887
Marie CrouzevialleDepartment of Management, Technology, and Economics, Swiss Federal Institute of Technology in Zürich, Zürich, Switzerland.ORCID https://orcid.org/0000-0002-5538-6030
Jo CutlerSchool of Psychology, University of Birmingham, Birmingham, UK.ORCID https://orcid.org/0000-0003-1073-764X
Marzena CypryańskaInstitute of Psychology, Center for Climate Action and Social Transformations, SWPS, University of Social Sciences and Humanities, Warsaw, Poland.ORCID https://orcid.org/0000-0001-9234-562X
Justyna DabrowskaDepartment of Trade and Market Institutions, Cracow University of Economics, Kraków, Poland.ORCID https://orcid.org/0000-0002-8821-7161
Victoria H DavisInstitute of Health Policy, Management and Evaluation, Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada.ORCID https://orcid.org/0000-0002-7207-4629
John Paul MindaDepartment of Psychology, Western University, London, Ontario, Canada.ORCID https://orcid.org/0000-0002-4081-010X
Pamala N DayleyDepartment of Psychology, University of California - Los Angeles, Los Angeles, CA, USA.ORCID https://orcid.org/0000-0001-8955-9502
Sylvain DelouvéeDepartment of Psychology, Université Rennes 2, Rennes, France.ORCID https://orcid.org/0000-0002-4029-597X
Ognjan DenkovskiDepartment of Communication Science, University of Amsterdam, Amsterdam, Netherlands.ORCID https://orcid.org/0000-0002-9739-4100
Guillaume DezecacheUniversité Clermont Auvergne LAPSCO, CNRS, Clermont-Ferrand, France.ORCID https://orcid.org/0000-0002-9366-6287
Nathan A DhaliwalUBC Sauder School of Business, University of British Columbia, Vancouver, British Columbia, Canada.ORCID https://orcid.org/0000-0002-4667-0689
Alelie DiatoTeacher Education Department, Cavite State University, General Trias, Cavite, Philippines.
Roberto Di PaoloIMT School for Advanced Studies, Lucca, Italy.ORCID https://orcid.org/0000-0002-6081-6656
Uwe DulleckSchool of Economics and Finance, Queensland University of Technology, Brisbane City, Queensland, Australia.ORCID https://orcid.org/0000-0002-0953-5963
Jānis EkmanisFaculty of Education, Psychology and Art, University of Latvia, Riga, Latvia.ORCID https://orcid.org/0000-0003-1781-1785
Tom W EtienneKieskompas (Election Compass), Amsterdam, Netherlands and Department of Political Science & Annenberg School for Communication, University of Pennsylvania, PA, USA.ORCID https://orcid.org/0000-0002-4299-6593
Hapsa Hossain FarhanaNational Institute for the Intellectually Disabled and Autistic (NIIDA), Society for the Welfare of the Intellectually Disabled (SWID Bangladesh), Dhaka, Bangladesh.
Fahima FarkhariDepartment of Psychology, University of Münster, Münster, Germany.ORCID https://orcid.org/0000-0002-8484-5128
Kristijan FidanovskiDepartment of Social Policy and Intervention, University of Oxford, Oxford, UK.ORCID https://orcid.org/0000-0002-9006-0140
Terry FlewDepartment of Media and Communications, University of Sydney, Sydney, New South Wales, Australia.ORCID https://orcid.org/0000-0003-4485-9338
Shona FraserMedical School, Department of Psychiatry, University of the Witwatersrand, Johannesburg, Republic of South Africa.ORCID https://orcid.org/0000-0003-1505-0652
Raymond Boadi FrempongChair of Development Economics,University of Bayreuth, Bayreuth, Germany.ORCID https://orcid.org/0000-0002-4603-5570
Jonathan FugelsangDepartment of Psychology, University of Waterloo, Waterloo, Ontario, Canada.ORCID https://orcid.org/0000-0002-6342-7023
Jessica GaleSchool of Psychology, Speech, and Hearing, University of Canterbury, Christchurch, New Zealand.ORCID https://orcid.org/0000-0001-5677-8629
E Begoña García-NavarroDepartment of Nursing, University of Huelva, Huelva, Spain.ORCID https://orcid.org/0000-0001-6913-8882
Prasad GarladinneHumanities and Social Sciences, Indian Institute of Management, Indore, Madhya Pradesh, India.
Kurt GrayDepartment of Psychology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.ORCID https://orcid.org/0000-0001-5816-2676
Siobhán M GriffinDepartment of Psychology, University of Limerick, Limerick, Ireland.ORCID https://orcid.org/0000-0002-3613-2844
Bjarki GronfeldtSchool of Psychology, University of Kent, Canterbury, UK.ORCID https://orcid.org/0000-0001-9941-7903
June GruberDepartment of Psychology and Neuroscience, College of Arts and Sciences, University of Colorado Boulder, Boulder, CO, USA.ORCID https://orcid.org/0000-0002-7789-1353
Eran HalperinDepartment of Psychology, Hebrew University of Jerusalem, Jerusalem, Israel.ORCID https://orcid.org/0000-0002-3379-2935
Volo HerzonDepartment of Digital Humanities, University of Helsinki, Helsinki, Finland.ORCID https://orcid.org/0000-0001-7781-1651
Matej HruškaInstitute of European Studies and International Relations, Faculty of Social and Economic Sciences, Comenius University, Bratislava, Slovakia.ORCID https://orcid.org/0000-0002-4521-3697
Matthias F C HudecekDepartment of Experimental Psychology, University of Regensburg, Regensburg, Germany.ORCID https://orcid.org/0000-0002-7696-766X
Ozan IslerSchool of Economics and Finance, Queensland University of Technology, Brisbane City, Queensland, Australia.ORCID https://orcid.org/0000-0002-4638-2230
Simon JangardDepartment of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden.ORCID https://orcid.org/0000-0002-7876-4161
Frederik JørgensenDepartment of Political Science, Aarhus University, Aarhus, Denmark.ORCID https://orcid.org/0000-0002-5461-912X
Oleksandra KeudelKyiv School of Economics, Kyiv, Ukraine.ORCID https://orcid.org/0000-0001-6322-3103
Lina KoppelDepartment of Management and Engineering, Linköping University, Linköping, Sweden.ORCID https://orcid.org/0000-0002-6302-0047
Mika KoverolaDepartment of Digital Humanities, University of Helsinki, Helsinki, Finland.ORCID https://orcid.org/0000-0001-8227-6120
Anton KunnariUniversity of Helsinki, Helsinki, Finland.ORCID https://orcid.org/0000-0002-2951-6399
Josh LeotaTurner Institute for Brain and Mental Health, Monash University, Clayton, Victoria, Australia.ORCID https://orcid.org/0000-0002-7714-4630
Eva LermerDepartment of Business and Media Psychology, Ansbach University of Applied Sciences, Ansbach, Germany.ORCID https://orcid.org/0000-0002-6600-9580
Chunyun LiDepartment of Management, London School of Economics and Political Science, London, UK.ORCID https://orcid.org/0000-0001-5909-0889
Chiara LongoniDepartment of Marketing, Boston University, Questrom School of Business, Boston, MA, USA.ORCID https://orcid.org/0000-0002-4945-4957
Darragh McCashinSchool of Psychology, Dublin City University, Dublin, Ireland.ORCID https://orcid.org/0000-0003-2686-2111
Igor MikloušićInstitute of Social Sciences Ivo Pilar, Zagreb, Croatia.ORCID https://orcid.org/0000-0002-6539-2901
Juliana Molina-ParedesPontifical Xavierian University, Bogotá, Colombia.
César Monroy-FonsecaSeele Neuroscience, Mexico City, Mexico.ORCID https://orcid.org/0000-0003-4696-8159
Elena Morales-MarenteCOIDESO-Research Center of Contemporary Thinking and Innovation for Social Development, University of Huelva, Huelva, Spain.ORCID https://orcid.org/0000-0002-1227-9606
David MoreauSchool of Psychology, University of Auckland, Auckland, New Zealand.ORCID https://orcid.org/0000-0002-1957-1941
Rafał MudaFaculty of Economics, Maria Curie Sklodowska University, Lublin, Poland.ORCID https://orcid.org/0000-0003-4953-6642
Annalisa MyerDepartment of Psychology, City University of New York (CUNY) Graduate Center, New York, NY, USA.ORCID https://orcid.org/0000-0002-2363-4757
Kyle NashDepartment of Psychology, University of Alberta, Edmonton, Alberta, Canada.ORCID https://orcid.org/0000-0003-0461-3835
Jonas P NitschkeDepartment of Cognition, Emotion, and Methods in Psychology, University of Vienna, Wien, Austria.ORCID https://orcid.org/0000-0002-3244-8585
Matthew S NurseAustralian National Centre for the Public Awareness of Science,Australian National University, Canberra ACT, Australia.ORCID https://orcid.org/0000-0003-1787-5914
Victoria Oldemburgo de MelloDepartment of Psychology, University of Toronto, Toronto, Ontario, Canada.ORCID https://orcid.org/0000-0003-2867-8529
Maria Soledad Palacios-GalvezCOIDESO-Research Center of Contemporary Thinking and Innovation for Social Development, University of Huelva, Huelva, Spain.ORCID https://orcid.org/0000-0002-6802-6202
Yafeng PanDepartment of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou, China.ORCID https://orcid.org/0000-0002-5633-8313
Zsófia PappDepartment for Political Behavior, Centre for Social Sciences, Budapest, Hungary.ORCID https://orcid.org/0000-0001-6257-0568
Philip PärnametsDepartment of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden.ORCID https://orcid.org/0000-0001-8360-9097
Mariola Paruzel-CzachuraInstitute of Psychology, University of Silesia in Katowice, Katowice, Poland.ORCID https://orcid.org/0000-0002-8716-9778
Silva PeranderDepartment of Computer Science, University of Helsinki, Helsinki, Finland.ORCID https://orcid.org/0000-0001-6711-8079
Michael PitmanDepartment of Psychology, University of the Witwatersrand, Johannesburg, Republic of South Africa.ORCID https://orcid.org/0000-0001-5532-5388
Ali RazaDepartment of Computer Science, Institute of Cognitive Science, University of Colorado Boulder, Boulder, CO, USA.ORCID https://orcid.org/0000-0002-2438-6054
Gabriel Gaudencio RêgoCentro de Ciências Biológicas e da Saúde,Mackenzie Presbyterian University, São Paul, Brazil.ORCID https://orcid.org/0000-0003-3304-4723
Claire RobertsonDepartment of Psychology & Neural Science, New York University, New York, NY, USA.ORCID https://orcid.org/0000-0001-8403-6358
Iván Rodríguez-PascualCOIDESO-Research Center of Contemporary Thinking and Innovation for Social Development, University of Huelva, Huelva, Spain.ORCID https://orcid.org/0000-0002-5385-3643
Teemu SaikkonenDepartment of Biology, Biodiversity Unit, University of Turku, Turku, Finland.ORCID https://orcid.org/0000-0001-9619-3270
Octavio Salvador-GinezSchool of Psychology, Environmental Psychology Department, National Autonomous University of Mexico, Mexico City, Mexico.ORCID https://orcid.org/0000-0002-1652-8788
Waldir M SampaioCentro de Ciências Biológicas e da Saúde,Mackenzie Presbyterian University, São Paul, Brazil.ORCID https://orcid.org/0000-0002-6066-4314
Gaia Chiara SantiDepartment of Humanities and Life Sciences, University School for Advanced Studies, Pavia, Italy.ORCID https://orcid.org/0000-0002-9253-6122
David SchultnerDepartment of Social Psychology, University of Amsterdam, Amsterdam, Netherlands.ORCID https://orcid.org/0000-0003-2253-4065
Enid SchutteDepartment of Psychology, University of the Witwatersrand, Johannesburg, Republic of South Africa.ORCID https://orcid.org/0000-0002-6653-5409
Andy ScottDepartment of Psychology, City University of New York (CUNY) Graduate Center, New York, NY, USA.ORCID https://orcid.org/0000-0002-3294-0078
Ahmed SkaliDepartment of Global Economics and Management, University of Groningen, Groningen, Netherlands.ORCID https://orcid.org/0000-0002-4753-3280
Anna StefaniakDepartment of Psychology, Carleton University, Ottawa, Ontario, Canada.ORCID https://orcid.org/0000-0002-1706-7784
Anni SterniskoDepartment of Psychology & Neural Science, New York University, New York, NY, USA.ORCID https://orcid.org/0000-0002-2507-3076
Brent StricklandPLS, ENS-Ulm, Department d'Etudes Cognitives, Paris, France.ORCID https://orcid.org/0000-0002-7573-3722
Jeffrey P ThomasDepartment of Management, London School of Economics and Political Science, London, UK.ORCID https://orcid.org/0000-0002-5939-5559
Gustav TinghögKyiv School of Economics, Kyiv, Ukraine.ORCID https://orcid.org/0000-0002-8159-1249
Iris J TraastSocial Psychology Department, University of Amsterdam, Amsterdam, Netherlands.
Raffaele TucciarelliInstitute of Cognitive Neuroscience, University College London, London, UK.ORCID https://orcid.org/0000-0002-0342-308X
Michael TyralaDepartment of Asian and International Studies, City University of Hong Kong, Kowloon Tong, Hong Kong.ORCID https://orcid.org/0000-0001-5268-8319
Nick D UngsonDepartment of Psychology, Susquehanna University, Selinsgrove, PA, USA.ORCID https://orcid.org/0000-0003-2494-4498
Mete Sefa UysalDepartment of Social Psychology, Friedrich Schiller University Jena, Jena, Germany.ORCID https://orcid.org/0000-0002-8698-9213
Dirk Van RooyDepartment of Design, University of Antwerp, Antwerp, Belgium.ORCID https://orcid.org/0000-0003-2525-5408
Daniel VästfjällDepartment of Behavioral Sciences and Learning, Linköping University, Linköping, Sweden.ORCID https://orcid.org/0000-0003-2873-4500
Joana B VieiraDepartment of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden.ORCID https://orcid.org/0000-0001-7335-4588
Christian von SikorskiDepartment of Psychology, University of Koblenz-Landau, Landau, Germany.ORCID https://orcid.org/0000-0002-3787-8277
Alexander C WalkerMedical School, Department of Psychiatry, University of the Witwatersrand, Johannesburg, Republic of South Africa.ORCID https://orcid.org/0000-0003-1431-6770
Jennifer WatermeyerDepartment of Speech Pathology and Audiology, University of the Witwatersrand, Johannesburg, Republic of South Africa.ORCID https://orcid.org/0000-0001-7918-8832
Robin WillardtDepartment of Management, Technology, and Economics, Swiss Federal Institute of Technology in Zürich, Zürich, Switzerland.ORCID https://orcid.org/0000-0002-2495-3450
Michael J A WohlDepartment of Psychology, Carleton University, Ottawa, Ontario, Canada.ORCID https://orcid.org/0000-0001-6945-5562
Adrian Dominik WójcikInstitute of Psychology, Nicolaus Copernicus University, Torun, Poland.ORCID https://orcid.org/0000-0002-7073-6019
Kaidi WuRady School of Management, University of California, San Diego, CA, USA.ORCID https://orcid.org/0000-0001-6881-7437
Yuki YamadaFaculty of Arts and Science, Kyushu University, Fukuoka, Japan.ORCID https://orcid.org/0000-0003-1431-568X
Onurcan YilmazDepartment of Psychology, Kadir Has University, Fatih, Istanbul, Turkey.ORCID https://orcid.org/0000-0002-6094-7162
Kumar YogeeswaranSchool of Psychology, Speech, and Hearing, University of Canterbury, Christchurch, New Zealand.ORCID https://orcid.org/0000-0002-1978-5077
Carolin-Theresa ZiemerDepartment of Communication and Media Use, Friedrich Schiller University Jena, Jena, Germany.ORCID https://orcid.org/0000-0002-0794-7702
Rolf A ZwaanDepartment of Psychology, Erasmus University Rotterdam, Rotterdam, Netherlands.ORCID https://orcid.org/0000-0001-9967-7879
Paulo Sergio BoggioCentro de Ciências Biológicas e da Saúde,Mackenzie Presbyterian University, São Paul, Brazil.ORCID https://orcid.org/0000-0002-6109-0447
Ashley WhillansFaculty of Negotiations, Organizations and Markets, Harvard Business School, Boston, MA, USA.
Paul A M Van LangeDepartment of Experimental and Applied Psychology, Vrije Universiteit Amsterdam, Amsterdam, Netherlands.ORCID https://orcid.org/0000-0001-7774-6984
Rajib PrasadDepartment of Economics, Vidyasagar College For Women, Kolkata, West Bengal, India.ORCID https://orcid.org/0000-0003-0913-1624
Michal OndercoDepartment of Public Administration and Sociology, Erasmus University Rotterdam, Rotterdam, Netherlands.ORCID https://orcid.org/0000-0001-9911-3782
Cathal O'MadagainSchool of Collective Intelligence, Mohammed VI Polytechnic University, Ben Guerir, Morocco.ORCID https://orcid.org/0000-0002-4086-524X
Tarik Nesh-NashImpact For Development, Casablanca, Morocco.ORCID https://orcid.org/0000-0002-5532-9095
Oscar Moreda LagunaKieskompas (Election Compass), Amsterdam, Netherlands.
Emily KubinDepartment of Psychology, University of Koblenz-Landau, Landau, Germany.ORCID https://orcid.org/0000-0003-0606-8594
Mert GümrenDepartment of Economics, Koc University, Sarıyer, Istanbul, Turkey.ORCID https://orcid.org/0000-0002-3298-6295
Ali FenwickHult International Business School, Dubai, United Arab Emirates.ORCID https://orcid.org/0000-0002-5412-9745
Arhan S ErtanDepartment of International Trade, Bogazici University, Besiktas, Istanbul, Turkey.ORCID https://orcid.org/0000-0001-9730-8391
Michael J BernsteinDepartment of Psychological and Social Sciences, Penn State University Abington College, Abington, PA, USA.ORCID https://orcid.org/0000-0002-8083-9839
Hanane AmaraDepartment of Economics, Koc University, Sarıyer, Istanbul, Turkey.ORCID https://orcid.org/0000-0003-0732-2320
Jay Joseph Van BavelDepartment of Psychology & Neural Science, New York University, New York, NY, USA.ORCID https://orcid.org/0000-0002-2520-0442

Funding

US-South American Initiative for Genetic-Neural-Behavioral Interactions in Human Neurodegenerative ResearchR01AG057234 · NIA · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI Claudia Duran-Aniotz, Agustin M. Ibanez · 2019 to 2026
$6.1M
Austrian Science Fund FWF I 3381Medical Research Council MR/P014097/1Medical Research Council MR/P014097/2
6 · The paper itself

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 (

Indexed as

COVID-19hygienepolicy supportpublic health measuressocial distancing

Identifiers

PMID35990802
PMCPMC9381137

What OpenQuestion holds

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