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dc.contributor.authorPavlović, Tomislav
dc.contributor.authorAzevedo, Flavio
dc.contributor.authorDe, Koustav
dc.contributor.authorRiaño-Moreno, Julián C
dc.contributor.authorMaglić, Marina
dc.contributor.authorGkinopoulos, Theofilos
dc.contributor.authorDonnelly-Kehoe, Patricio Andreas
dc.contributor.authorPayán-Gómez, César
dc.contributor.authorHuang, Guanxiong
dc.contributor.authorKantorowicz, Jaroslaw
dc.contributor.authorBirtel, Michèle D
dc.contributor.authorSchönegger, Philipp
dc.contributor.authorCapraro, Valerio
dc.contributor.authorSantamaría-García, Hernando
dc.contributor.authorYucel, Meltem
dc.contributor.authorIbanez, Agustin
dc.contributor.authorRathje, Steve
dc.contributor.authorWetter, Erik
dc.contributor.authorStanojević, Dragan
dc.contributor.authorvan Prooijen, Jan-Willem
dc.contributor.authorHesse, Eugenia
dc.contributor.authorElbaek, Christian T
dc.contributor.authorFranc, Renata
dc.contributor.authorPavlović, Zoran
dc.contributor.authorMitkidis, Panagiotis
dc.contributor.authorCichocka, Aleksandra
dc.contributor.authorGelfand, Michele
dc.contributor.authorAlfano, Mark
dc.contributor.authorRoss, Robert M
dc.contributor.authorSjåstad, Hallgeir
dc.contributor.authorNezlek, John B
dc.contributor.authorCislak, Aleksandra
dc.contributor.authorLockwood, Patricia
dc.contributor.authorAbts, Koen
dc.contributor.authorAgadullina, Elena
dc.contributor.authorAmodio, David M
dc.contributor.authorApps, Matthew A J
dc.contributor.authorAruta, John Jamir Benzon
dc.contributor.authorBesharati, Sahba
dc.contributor.authorBor, Alexander
dc.contributor.authorChoma, Becky
dc.contributor.authorCunningham, William
dc.contributor.authorEjaz, Waqas
dc.contributor.authorFarmer, Harry
dc.contributor.authorFindor, Andrej
dc.contributor.authorGjoneska, Biljana
dc.contributor.authorGualda, Estrella
dc.contributor.authorHuynh, Toan L D
dc.contributor.authorImran, Mostak Ahamed
dc.contributor.authorIsraelashvili, Jacob
dc.contributor.authorKantorowicz-Reznichenko, Elena
dc.contributor.authorKrouwel, André
dc.contributor.authorKutiyski, Yordan
dc.contributor.authorLaakasuo, Michael
dc.contributor.authorLamm, Claus
dc.contributor.authorLevy, Jonathan
dc.contributor.authorLeygue, Caroline
dc.contributor.authorLin, Ming-Jen
dc.contributor.authorMansoor, Mohammad Sabbir
dc.contributor.authorMarie, Antoine
dc.contributor.authorMayiwar, Lewend
dc.contributor.authorMazepus, Honorata
dc.contributor.authorMcHugh, Cillian
dc.contributor.authorOlsson, Andreas
dc.contributor.authorOtterbring, Tobias
dc.contributor.authorPacker, Dominic
dc.contributor.authorPalomäki, Jussi
dc.contributor.authorPerry, Anat
dc.contributor.authorPetersen, Michael Bang
dc.contributor.authorPuthillam, Arathy
dc.contributor.authorRothmund, Tobias
dc.contributor.authorSchmid, Petra C
dc.contributor.authorStadelmann, David
dc.contributor.authorStoica, Augustin
dc.contributor.authorStoyanov, Drozdstoy
dc.contributor.authorStoyanova, Kristina
dc.contributor.authorTewari, Shruti
dc.contributor.authorTodosijević, Bojan
dc.contributor.authorTorgler, Benno
dc.contributor.authorTsakiris, Manos
dc.contributor.authorTung, Hans H
dc.contributor.authorUmbreș, Radu Gabriel
dc.contributor.authorVanags, Edmunds
dc.contributor.authorVlasceanu, Madalina
dc.contributor.authorVonasch, Andrew J
dc.contributor.authorZhang, Yucheng
dc.contributor.authorAbad, Mohcine
dc.contributor.authorAdler, Eli
dc.contributor.authorMdarhri, Hamza Alaoui
dc.contributor.authorAntazo, Benedict
dc.contributor.authorAy, F Ceren
dc.contributor.authorBa, Mouhamadou El Hady
dc.contributor.authorBarbosa, Sergio
dc.contributor.authorBastian, Brock
dc.contributor.authorBerg, Anton
dc.contributor.authorBiałek, Michał
dc.contributor.authorBilancini, Ennio
dc.contributor.authorBogatyreva, Natalia
dc.contributor.authorBoncinelli, Leonardo
dc.contributor.authorBooth, Jonathan E
dc.contributor.authorBorau, Sylvie
dc.contributor.authorBuchel, Ondrej
dc.contributor.authorde Carvalho, Chrissie Ferreira
dc.contributor.authorCeladin, Tatiana
dc.contributor.authorCerami, Chiara
dc.contributor.authorChalise, Hom Nath
dc.contributor.authorCheng, Xiaojun
dc.contributor.authorCian, Luca
dc.contributor.authorCockcroft, Kate
dc.contributor.authorConway, Jane
dc.contributor.authorCórdoba-Delgado, Mateo A
dc.contributor.authorCrespi, Chiara
dc.contributor.authorCrouzevialle, Marie
dc.contributor.authorCutler, Jo
dc.contributor.authorCypryańska, Marzena
dc.contributor.authorDabrowska, Justyna
dc.contributor.authorDavis, Victoria H
dc.contributor.authorMinda, John Paul
dc.contributor.authorDayley, Pamala N
dc.contributor.authorDelouvée, Sylvain
dc.contributor.authorDenkovski, Ognjan
dc.contributor.authorDezecache, Guillaume
dc.contributor.authorDhaliwal, Nathan A
dc.contributor.authorDiato, Alelie
dc.contributor.authorPaolo, Roberto Di
dc.contributor.authorDulleck, Uwe
dc.contributor.authorEkmanis, Jānis
dc.contributor.authorEtienne, Tom W
dc.contributor.authorFarhana, Hapsa Hossain
dc.contributor.authorFarkhari, Fahima
dc.contributor.authorFidanovski, Kristijan
dc.contributor.authorFlew, Terry
dc.contributor.authorFraser, Shona
dc.contributor.authorFrempong, Raymond Boadi
dc.contributor.authorFugelsang, Jonathan
dc.contributor.authorGale, Jessica
dc.contributor.authorGarcía-Navarro, E Begoña
dc.contributor.authorGarladinne, Prasad
dc.contributor.authorGray, Kurt
dc.contributor.authorGriffin, Siobhán M
dc.contributor.authorGronfeldt, Bjarki
dc.contributor.authorGruber, June
dc.contributor.authorHalperin, Eran
dc.contributor.authorHerzon, Volo
dc.contributor.authorHruška, Matej
dc.contributor.authorHudecek, Matthias F C
dc.contributor.authorIsler, Ozan
dc.contributor.authorJangard, Simon
dc.contributor.authorJørgensen, Frederik
dc.contributor.authorKeudel, Oleksandra
dc.contributor.authorKoppel, Lina
dc.contributor.authorKoverola, Mika
dc.contributor.authorKunnari, Anton
dc.contributor.authorLeota, Josh
dc.contributor.authorLermer, Eva
dc.contributor.authorLi, Chunyun
dc.contributor.authorLongoni, Chiara
dc.contributor.authorMcCashin, Darragh
dc.contributor.authorMikloušić, Igor
dc.contributor.authorMolina-Paredes, Juliana
dc.contributor.authorMonroy-Fonseca, César
dc.contributor.authorMorales-Marente, Elena
dc.contributor.authorMoreau, David
dc.contributor.authorMuda, Rafał
dc.contributor.authorMyer, Annalisa
dc.contributor.authorNash, Kyle
dc.contributor.authorNitschke, Jonas P
dc.contributor.authorNurse, Matthew S
dc.contributor.authorde Mello, Victoria Oldemburgo
dc.contributor.authorPalacios-Galvez, M Soledad
dc.contributor.authorPalomäki, Jussi
dc.contributor.authorPan, Yafeng
dc.contributor.authorPapp, Zsófia
dc.contributor.authorPärnamets, Philip
dc.contributor.authorParuzel-Czachura, Mariola
dc.contributor.authorPerander, Silva
dc.contributor.authorPitman, Michael
dc.contributor.authorRaza, Ali
dc.contributor.authorRêgo, Gabriel Gaudencio
dc.contributor.authorRobertson, Claire
dc.contributor.authorRodríguez-Pascual, Iván
dc.contributor.authorSaikkonen, Teemu
dc.contributor.authorSalvador-Ginez, Octavio
dc.contributor.authorSampaio, Waldir M
dc.contributor.authorSanti, Gaia Chiara
dc.contributor.authorSchultner, David
dc.contributor.authorSchutte, Enid
dc.contributor.authorScott, Andy
dc.contributor.authorSkali, Ahmed
dc.contributor.authorStefaniak, Anna
dc.contributor.authorSternisko, Anni
dc.contributor.authorStrickland, Brent
dc.contributor.authorStrickland, Brent
dc.contributor.authorThomas, Jeffrey P
dc.contributor.authorTinghög, Gustav
dc.contributor.authorTraast, Iris J
dc.contributor.authorTucciarelli, Raffaele
dc.contributor.authorTyrala, Michael
dc.contributor.authorUngson, Nick D
dc.contributor.authorUysal, Mete Sefa
dc.contributor.authorVan Rooy, Dirk
dc.contributor.authorVästfjäll, Daniel
dc.contributor.authorVieira, Joana B
dc.contributor.authorvon Sikorski, Christian
dc.contributor.authorWalker, Alexander C
dc.contributor.authorWatermeyer, Jennifer
dc.contributor.authorWillardt, Robin
dc.contributor.authorWohl, Michael J A
dc.contributor.authorWójcik, Adrian Dominik
dc.contributor.authorWu, Kaidi
dc.contributor.authorYamada, Yuki
dc.contributor.authorYilmaz, Onurcan
dc.contributor.authorYogeeswaran, Kumar
dc.contributor.authorZiemer, Carolin-Theresa
dc.contributor.authorZwaan, Rolf A
dc.contributor.authorBoggio, Paulo Sergio
dc.contributor.authorWhillans, Ashley
dc.contributor.authorVan Lange, Paul A M
dc.contributor.authorPrasad, Rajib
dc.contributor.authorOnderco, Michal
dc.contributor.authorO'Madagain, Cathal
dc.contributor.authorNesh-Nash, Tarik
dc.contributor.authorLaguna, Oscar Moreda
dc.contributor.authorKutiyski, Yordan
dc.contributor.authorKubin, Emily
dc.contributor.authorGümren, Mert
dc.contributor.authorFenwick, Ali
dc.contributor.authorErtan, Arhan S
dc.contributor.authorBernstein, Michael J
dc.contributor.authorAmara, Hanane
dc.contributor.authorVan Bavel, Jay Joseph
dc.date.accessioned2022-08-22T10:30:12Z
dc.date.available2022-08-22T10:30:12Z
dc.date.issued2022-07-31
dc.identifier.citationPavlović , T , Azevedo , F , De , K , Riaño-Moreno , J C , Maglić , M , Gkinopoulos , T , Donnelly-Kehoe , P A , Payán-Gómez , C , Huang , G , Kantorowicz , J , Birtel , M D , Schönegger , P , Capraro , V , Santamaría-García , H , Yucel , M , Ibanez , A , Rathje , S , Wetter , E , Stanojević , D , van Prooijen , J-W , Hesse , E , Elbaek , C T , Franc , R , Pavlović , Z , Mitkidis , P , Cichocka , A , Gelfand , M , Alfano , M , Ross , R M , Sjåstad , H , Nezlek , J B , Cislak , A , Lockwood , P , Abts , K , Agadullina , E , Amodio , D M , Apps , M A J , Aruta , J J B , Besharati , S , Bor , A , Choma , B , Cunningham , W , Ejaz , W , Farmer , H , Findor , A , Gjoneska , B , Gualda , E , Huynh , T L D , Imran , M A , Israelashvili , J , Kantorowicz-Reznichenko , E , Krouwel , A , Kutiyski , Y , Laakasuo , M , Lamm , C , Levy , J , Leygue , C , Lin , M-J , Mansoor , M S , Marie , A , Mayiwar , L , Mazepus , H , McHugh , C , Olsson , A , Otterbring , T , Packer , D , Palomäki , J , Perry , A , Petersen , M B , Puthillam , A , Rothmund , T , Schmid , P C , Stadelmann , D , Stoica , A , Stoyanov , D , Stoyanova , K , Tewari , S , Todosijević , B , Torgler , B , Tsakiris , M , Tung , H H , Umbreș , R G , Vanags , E , Vlasceanu , M , Vonasch , A J , Zhang , Y , Abad , M , Adler , E , Mdarhri , H A , Antazo , B , Ay , F C , Ba , M E H , Barbosa , S , Bastian , B , Berg , A , Białek , M , Bilancini , E , Bogatyreva , N , Boncinelli , L , Booth , J E , Borau , S , Buchel , O , de Carvalho , C F , Celadin , T , Cerami , C , Chalise , H N , Cheng , X , Cian , L , Cockcroft , K , Conway , J , Córdoba-Delgado , M A , Crespi , C , Crouzevialle , M , Cutler , J , Cypryańska , M , Dabrowska , J , Davis , V H , Minda , J P , Dayley , P N , Delouvée , S , Denkovski , O , Dezecache , G , Dhaliwal , N A , Diato , A , Paolo , R D , Dulleck , U , Ekmanis , J , Etienne , T W , Farhana , H H , Farkhari , F , Fidanovski , K , Flew , T , Fraser , S , Frempong , R B , Fugelsang , J , Gale , J , García-Navarro , E B , Garladinne , P , Gray , K , Griffin , S M , Gronfeldt , B , Gruber , J , Halperin , E , Herzon , V , Hruška , M , Hudecek , M F C , Isler , O , Jangard , S , Jørgensen , F , Keudel , O , Koppel , L , Koverola , M , Kunnari , A , Leota , J , Lermer , E , Li , C , Longoni , C , McCashin , D , Mikloušić , I , Molina-Paredes , J , Monroy-Fonseca , C , Morales-Marente , E , Moreau , D , Muda , R , Myer , A , Nash , K , Nitschke , J P , Nurse , M S , de Mello , V O , Palacios-Galvez , M S , Palomäki , J , Pan , Y , Papp , Z , Pärnamets , P , Paruzel-Czachura , M , Perander , S , Pitman , M , Raza , A , Rêgo , G G , Robertson , C , Rodríguez-Pascual , I , Saikkonen , T , Salvador-Ginez , O , Sampaio , W M , Santi , G C , Schultner , D , Schutte , E , Scott , A , Skali , A , Stefaniak , A , Sternisko , A , Strickland , B , Strickland , B , Thomas , J P , Tinghög , G , Traast , I J , Tucciarelli , R , Tyrala , M , Ungson , N D , Uysal , M S , Van Rooy , D , Västfjäll , D , Vieira , J B , von Sikorski , C , Walker , A C , Watermeyer , J , Willardt , R , Wohl , M J A , Wójcik , A D , Wu , K , Yamada , Y , Yilmaz , O , Yogeeswaran , K , Ziemer , C-T , Zwaan , R A , Boggio , P S , Whillans , A , Van Lange , P A M , Prasad , R , Onderco , M , O'Madagain , C , Nesh-Nash , T , Laguna , O M , Kutiyski , Y , Kubin , E , Gümren , M , Fenwick , A , Ertan , A S , Bernstein , M J , Amara , H & Van Bavel , J J 2022 , ' Predicting attitudinal and behavioral responses to COVID-19 pandemic using machine learning ' , PNAS Nexus , vol. 1 , no. 3 , pgac093 . https://doi.org/10.1093/pnasnexus/pgac093en
dc.identifier.issn2752-6542
dc.identifier.otherPURE: 280796625
dc.identifier.otherPURE UUID: fee1485d-5991-40c3-890e-ae19955bbba7
dc.identifier.otherJisc: 445682
dc.identifier.otherORCID: /0000-0001-9930-487X/work/117211371
dc.identifier.urihttp://hdl.handle.net/10023/25868
dc.description.abstractAt the beginning of 2020, COVID-19 became a global problem. Despite all the efforts to emphasize the relevance of preventive measures, not everyone adhered to them. Thus, learning more about the characteristics determining attitudinal and behavioral responses to the pandemic is crucial to improving future interventions. In this study, we applied machine learning on the multi-national data collected by the International Collaboration on the Social and Moral Psychology of COVID-19 (N = 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 was found for morality as cooperation, symbolized moral identity, self-control, open-mindedness, collective narcissism, while the inverse relationship was evident for the endorsement of conspiracy theories. However, we also found a non-negligible variability in the explained variance and predictive contributions with respect to macro-level factors such as the pandemic stage or cultural region. Overall, the results underscore the importance of morality-related and contextual factors in understanding adherence to public health recommendations during the pandemic.
dc.format.extent15
dc.language.isoeng
dc.relation.ispartofPNAS Nexusen
dc.rightsCopyright © The Author(s) 2022. Published by Oxford University Press on behalf of National Academy of Sciences. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited.en
dc.subjectCOVID-19en
dc.subjectSocial distancingen
dc.subjectHygieneen
dc.subjectPolicy supporten
dc.subjectPsychologyen
dc.subjectMachine learningen
dc.subjectPublic health measuresen
dc.subjectRA0421 Public health. Hygiene. Preventive Medicineen
dc.subjectJ Political Scienceen
dc.subjectDASen
dc.subjectMCCen
dc.subject.lccRA0421en
dc.subject.lccJen
dc.titlePredicting attitudinal and behavioral responses to COVID-19 pandemic using machine learningen
dc.typeJournal articleen
dc.description.versionPublisher PDFen
dc.contributor.institutionUniversity of St Andrews. Philosophyen
dc.contributor.institutionUniversity of St Andrews. School of Psychology and Neuroscienceen
dc.identifier.doihttps://doi.org/10.1093/pnasnexus/pgac093
dc.description.statusPeer revieweden


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