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

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dc.contributor.authorPavlovic, 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.authorSantamaria Garcia, Hernando
dc.contributor.authorYucel, Meltem
dc.contributor.authorIbanez, Agustín
dc.contributor.authorRathje, Steve
dc.contributor.authorWetter, Erik
dc.contributor.authorStanojevic, 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.authorBenzon Aruta, John Jamir
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.authorBang Petersen, Michael
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.authorTodosijevic, 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.authorAlaoui Mdarhri, Hamza
dc.contributor.authorAntazo, Benedict
dc.contributor.authorCeren Ay, F.
dc.contributor.authorEl Hady Ba, Mouhamadou
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.authorFerreira de Carvalho, Chrissie
dc.contributor.authorCeladin, Tatiana
dc.contributor.authorCerami, Chiara
dc.contributor.authorNath Chalise, Hom
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.authorDi Paolo, Roberto
dc.contributor.authorDulleck, Uwe
dc.contributor.authorEkmanis, Jānis
dc.contributor.authorEtienne, Tom W.
dc.contributor.authorHossain Farhana, Hapsa
dc.contributor.authorFarkhari, Fahima
dc.contributor.authorFidanovski, Kristijan
dc.contributor.authorFlew, Terry
dc.contributor.authorFraser, Shona
dc.contributor.authorBoadi Frempong, Raymond
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.authorOldemburgo de Mello, Victoria
dc.contributor.authorPalacios-Galvez, Maria 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.authorGaudencio Rêgo, Gabriel
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.authorChiara Santi, Gaia
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.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.authorSefa Uysal, Mete
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.authorMoreda Laguna, Oscar
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.contributor.corporatenamePontificia Universidad Javeriana. Facultad de Medicina. Departamento de Psiquiatría y Salud Mentalspa
dc.contributor.javerianateacherSantamaria Garcia, Hernando
dc.coverage.temporal2020
dc.date.accessioned2023-03-08T20:13:44Z
dc.date.available2023-03-08T20:13:44Z
dc.date.created2022-07-05
dc.description.abstractenglishAt 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.spa
dc.description.esciNospa
dc.description.indexingRevista Internacional - No indexadaspa
dc.description.orcidhttps://orcid.org/0000-0001-9422-3579spa
dc.description.orcidhttps://orcid.org/0000-0002-2264-7388spa
dc.formatPDFspa
dc.format.mimetypeapplication/pdfspa
dc.identifierhttps://academic.oup.com/pnasnexus/article/1/3/pgac093/6631580spa
dc.identifier.doihttps://doi.org/10.1093/pnasnexus/pgac093spa
dc.identifier.instnameinstname:Pontificia Universidad Javerianaspa
dc.identifier.issn2752-6542spa
dc.identifier.reponamereponame:Repositorio Institucional - Pontificia Universidad Javerianaspa
dc.identifier.repourlrepourl:https://repository.javeriana.edu.cospa
dc.identifier.urihttp://hdl.handle.net/10554/63639
dc.language.isoN/Aspa
dc.relation.citationendpage15spa
dc.relation.citationissue3spa
dc.relation.citationstartpage1spa
dc.relation.citationvolume1spa
dc.relation.ispartofjournalPNAS nexusspa
dc.rights.coarhttp://purl.org/coar/access_right/c_abf2spa
dc.rights.licenceAtribución-NoComercial 4.0 Internacional*
dc.rights.urihttp://creativecommons.org/licenses/by-nc/4.0/*
dc.subject.keywordCOVID-19spa
dc.subject.keywordSocial distancingspa
dc.subject.keywordHygienespa
dc.subject.keywordPolicy supportspa
dc.subject.keywordPublic health measuresspa
dc.titlePredicting attitudinal and behavioral responses to COVID-19 pandemic using machine learningspa
dc.type.coarhttp://purl.org/coar/resource_type/c_2df8fbb1spa
dc.type.hasversionhttp://purl.org/coar/version/c_ab4af688f83e57aa
dc.type.localArtículo de revistaspa

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