Predicting attitudinal and behavioral responses to COVID-19 pandemic using machine learning
Аутори
Pavlović, TomislavAzevedo, Flavio
De, Koustav
Riaño-Moreno, Julián C.
Maglić, Marina
Gkinopoulos, Theofilos
Donnelly-Kehoe, Patricio Andreas
Payán-Gómez, César
Huang, Guanxiong
Kantorowicz, Jaroslaw
Birtel, Michèle D.
Schönegger, Philipp
Capraro, Valerio
Santamaría-García, Hernando
Yucel, Meltem
Ibanez, Agustin
Rathje, Steve
Wetter, Erik
Stanojević, Dragan
van Prooijen, Jan-Willem
Hesse, Eugenia
Elbaek, Christian T.
Franc, Renata
Pavlović, Zoran
Mitkidis, Panagiotis
Cichocka, Aleksandra
Gelfand, Michele J.
Alfano, Mark
Ross, Robert M.
Sjåstad, Hallgeir
Nezlek, John B.
Cislak, Aleksandra
Lockwood, Patricia L.
Abts, Koen
Agadullina, Elena
Amodio, David M.
Apps, Matthew A J
Aruta, John Jamir Benzon
Besharati, Sahba Nomvula
Bor, Alexander
Choma, Becky L.
Cunningham, William A.
Ejaz, Waqas
Farmer, Harry
Findor, Andrej
Gjoneska, Biljana
Gualda, Estrella
Huynh, Toan L D
Imran, Mostak Ahamed
Israelashvili, Jacob
Kantorowicz-Reznichenko, Elena
Krouwel, André
Kutiyski, Yordan
Laakasuo, Michael
Lamm, Claus
Levy, Jonathan
Leygue, Caroline
Lin, Ming-Jen
Mansoor, Mohammad Sabbir
Marie, Antoine
Mayiwar, Lewend
Mazepus, Honorata
McHugh, Cillian
Olsson, Andreas
Otterbring, Tobias
Packer, Dominic J.
Palomäki, Jussi
Perry, Anat
Petersen, Michael Bang
Puthillam, Arathy
Rothmund, Tobias
Schmid, Petra C.
Stadelmann, David
Stoica, Augustin
Stoyanov, Drozdstoy
Stoyanova, Kristina K.
Tewari, Shruti
Todosijević, Bojan
Torgler, Benno
Tsakiris, Manos
Tung, Hans H.
Umbreș, Radu Gabriel
Vanags, Edmunds
Vlasceanu, Madalina
Vonasch, Andrew J
Zhang, Yucheng
Abad, Mohcine
Adler, Eli
Mdarhri, Hamza Alaoui
Antazo, Benedict G.
Ay, F. Ceren
Ba, Mouhamadou El Hady
Barbosa, Sergio
Bastian, Brock
Berg, Anton
Białek, Michał
Bilancini, Ennio
Bogatyreva, Natalia
Boncinelli, Leonardo
Booth, Jonathan E.
Borau, Sylvie
Buchel, Ondrej
de Carvalho, Chrissie Ferreira
Celadin, Tatiana
Cerami, Chiara
Chalise, Hom Nath
Cheng, Xiaojun
Cian, Luca
Cockcroft, Kate
Conway, Jane
Córdoba-Delgado, Mateo A
Crespi, Chiara
Crouzevialle, Marie
Cutler, Jo
Cypryańska, Marzena
Dabrowska, Justyna
Davis, Victoria H.
Minda, John Paul
Dayley, Pamala N.
Delouvée, Sylvain
Denkovski, Ognjan
Dezecache, Guillaume
Dhaliwal, Nathan A.
Diato, Alelie B.
Di Paolo, Roberto
Dulleck, Uwe
Ekmanis, Jānis
Etienne, Tom W.
Farhana, Hapsa Hossain
Farkhari, Fahima
Fidanovski, Kristijan
Flew, Terry
Fraser, Shona
Frempong, Raymond Boadi
Fugelsang, Jonathan A.
Gale, Jessica
García-Navarro, E Begoña
Garladinne, Prasad
Gray, Kurt
Griffin, Siobhán M.
Gronfeldt, Bjarki
Gruber, June
Halperin, Eran
Herzon, Volo
Hruška, Matej
Hudecek, Matthias F. C.
Isler, Ozan
Jangard, Simon
Jørgensen, Frederik J.
Keudel, Oleksandra
Koppel, Lina
Koverola, Mika
Kunnari, Anton
Leota, Josh
Lermer, Eva
Li, Chunyun
Longoni, Chiara
McCashin, Darragh
Mikloušić, Igor
Molina-Paredes, Juliana
Monroy-Fonseca, César
Morales-Marente, Elena
Moreau, David
Muda, Rafał
Myer, Annalisa
Nash, Kyle
Nitschke, Jonas P.
Nurse, Matthew S.
de Mello, Victoria Oldemburgo
Palacios-Galvez, Maria Soledad
Pan, Yafeng
Papp, Zsófia
Pärnamets, Philip
Paruzel-Czachura, Mariola
Perander, Silva
Pitman, Michael Mark
Raza, Ali
Rêgo, Gabriel Gaudencio
Robertson, Claire E.
Rodríguez-Pascual, Iván
Saikkonen, Teemu
Salvador-Ginez, Octavio
Sampaio, Waldir M.
Santi, Gaia Chiara
Schultner, David T.
Schutte, Enid M.
Scott, Andy
Skali, Ahmed
Stefaniak, Anna
Sternisko, Anni
Strickland, Brent
Thomas, Jeffrey P.
Tinghög, Gustav
Traast, Iris J.
Tucciarelli, Raffaele
Tyrala, Michael
Ungson, Nick D.
Uysal, Mete Sefa
van Rooy, Dirk
Västfjäll, Daniel
Vieira, Joana B.
von Sikorski, Christian
Walker, Alexander C
Watermeyer, Jennifer
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.
Whillans, Ashley
Van Lange, Paul A. M.
Prasad, Rajib
Onderco, Michal
O’Madagain, Cathal
Nesh-Nash, Tarik
Laguna, Oscar Moreda
Kubin, Emily
Gümren, Mert
Fenwick, Ali
Ertan, Arhan S.
Bernstein, Michael J
Amara, Hanane
Van Bavel, Jay J.
Чланак у часопису (Објављена верзија)
Метаподаци
Приказ свих података о документуАпстракт
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 cooper...ation, 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
Кључне речи:
social distancing / hygiene / policy support / public health measures / covid-19Извор:
PNAS Nexus, 2022, 1, 3, 1-15Финансирање / пројекти:
- VolkswagenStiftung (grant no. 98 525)
- NOMIS Stiftung (NOMIS Foundation)
- Slovak Research and Development Agency (SRDA; Agentúra na podporu výskumu a vývoja; grant no. APVV-18-0218)
- Medical Research Council (MRC; grant no. MR/P014097/1)
- HKUST IEMS research grant project
- Netherlands Organization for Scientific Research (NWO; grant no. 440.20.003)
- Ministry of Education, Science, and Technological Development of the Republic of Serbia (grant no. 451-03-9/2021-14/200163)
- National Natural Science Foundation of China (grant no. 71972065; 71832004; and 71872152)
- Universities in Hebei Province Hundred Outstanding Innovative Talents Support Program (grant no. SLRC2019002)
- Ministry of Education in China (grant no. 21JHQ088)
- French National Research Agency (ANR; grant no. ANR-10-IDEX-0001-02 PSL∗, ANR-10-LABX-0087 IEC, and ANR-17-EURE-0017 FrontCog)
- IAST funding from the French National Research Agency
- Slovak Research and Development Agency (grant no. APVV-17-0596)
- Institute of Social Sciences Ivo Pilar and Croatian Science Foundation (grant no. DOK-01-2018)
- Takeda (CW2680521)
- CONICET
- ANID/FONDECYT Regular (1210195 and 1210176)
- FONCYT-PICT 2017-1820
- ANID/FONDAP/15150012
- Sistema General de Regalías (BPIN2018000100059), the Universidad del Valle (CI 5316)
- Multi-Partner Consortium to Expand Dementia Research in Latin America [ReDLat, supported by the National Institutes of Health, the National Institutes of Aging (R01 AG057234), the Alzheimer’s Association (SG-20-725707), the Rainwater Charitable foundation—Tau Consortium, and the Global Brain Health Institute)]
- Coordenação de Aperfeiçoamento de Pessoal de Nível Superior— Brasil (CAPES; grant no. 1133/2019)
- Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq; grant no. 309905/2019-2)
- São Paulo Research Foundation (grant no. 2019/26665-5)
- São Paulo Research Foundation—FAPESP (grant no. 2019/27100-1)
- Australian Research Council (grant no. DP180102384)
- John Templeton Foundation (grant no. 61378)
- Ministry of Science and Technology, Taiwan
- John Templeton Foundation
- QUT Centre for Behavioural Economics, Society and Technology (BEST)
- National Science Center (grant no. 2018/29/B/HS6/02826)
- ANR-Labex IAST
- Research Council of Norway through its Centres of Excellence Scheme, FAIR project (grant no. 262675)
- Social Sciences and Humanities Research Council (SSHRC)
- Sistema Nacional de Investigadores, CONACyT (Mexico)
- NOMIS Foundation Distinguished Scientist Award for the “Body & Image in Arts & Science” (BIAS) Project
- Aarhus University Research Foundation (grant no. 28207)
- Deutsche Forschungsgemeinschaft (DFG, German Research Foundation) under the Germany’s Excellence Strategy (grant no. EXC 2052/1-390713894)
- Biotechnology and Biological Sciences Research Council David Phillips Fellowship (grant no. BB/R010668/1)
- Jane & Aatos Erkko Foundation (grant no. 170112)
- Academy of Finland (grant no. 323207)
- Contemporary Thinking and Innovation for Social Development (COIDESO)
- Jane & Aatos Erkko Foundation (grant no. 170112)
- University of Vienna, COVID-19 Rapid Response grant, and the Austrian Science Fund (FWF, I3381)
- Natural Sciences and Engineering Research Council of Canada
- Research Council of Norway, Centres of Excellence scheme -FAIR project (grant no. 262675)
- School of Medicine and Health Sciences—Universidad del Rosario
- SSHRC grant (grant no. 506547)
- PAI2018 project PROCOPE (Prosociality, Cognition, and Peer Effects) funded by the IMT School for Advanced Studies Lucca
- Aarhus University Research Foundation (grant no. AUFF-E-201 9-9-4)
- Gates Cambridge Scholarship
- Social Science and Humanities Research Council of Canada (grant no. 435-2019-0692)
- Swedish Research Council— consolidator grant (grant no. 2018-00877)
- University of Virginia Darden School of Business
- Darden School of Business, Charlottesville, VA, USA
Институција/група
Psihologija / PsychologyTY - JOUR AU - Pavlović, Tomislav AU - Azevedo, Flavio AU - De, Koustav AU - Riaño-Moreno, Julián C. AU - Maglić, Marina AU - Gkinopoulos, Theofilos AU - Donnelly-Kehoe, Patricio Andreas AU - Payán-Gómez, César AU - Huang, Guanxiong AU - Kantorowicz, Jaroslaw AU - Birtel, Michèle D. AU - Schönegger, Philipp AU - Capraro, Valerio AU - Santamaría-García, Hernando AU - Yucel, Meltem AU - Ibanez, Agustin AU - Rathje, Steve AU - Wetter, Erik AU - Stanojević, Dragan AU - van Prooijen, Jan-Willem AU - Hesse, Eugenia AU - Elbaek, Christian T. AU - Franc, Renata AU - Pavlović, Zoran AU - Mitkidis, Panagiotis AU - Cichocka, Aleksandra AU - Gelfand, Michele J. AU - Alfano, Mark AU - Ross, Robert M. AU - Sjåstad, Hallgeir AU - Nezlek, John B. AU - Cislak, Aleksandra AU - Lockwood, Patricia L. AU - Abts, Koen AU - Agadullina, Elena AU - Amodio, David M. AU - Apps, Matthew A J AU - Aruta, John Jamir Benzon AU - Besharati, Sahba Nomvula AU - Bor, Alexander AU - Choma, Becky L. AU - Cunningham, William A. AU - Ejaz, Waqas AU - Farmer, Harry AU - Findor, Andrej AU - Gjoneska, Biljana AU - Gualda, Estrella AU - Huynh, Toan L D AU - Imran, Mostak Ahamed AU - Israelashvili, Jacob AU - Kantorowicz-Reznichenko, Elena AU - Krouwel, André AU - Kutiyski, Yordan AU - Laakasuo, Michael AU - Lamm, Claus AU - Levy, Jonathan AU - Leygue, Caroline AU - Lin, Ming-Jen AU - Mansoor, Mohammad Sabbir AU - Marie, Antoine AU - Mayiwar, Lewend AU - Mazepus, Honorata AU - McHugh, Cillian AU - Olsson, Andreas AU - Otterbring, Tobias AU - Packer, Dominic J. AU - Palomäki, Jussi AU - Perry, Anat AU - Petersen, Michael Bang AU - Puthillam, Arathy AU - Rothmund, Tobias AU - Schmid, Petra C. AU - Stadelmann, David AU - Stoica, Augustin AU - Stoyanov, Drozdstoy AU - Stoyanova, Kristina K. AU - Tewari, Shruti AU - Todosijević, Bojan AU - Torgler, Benno AU - Tsakiris, Manos AU - Tung, Hans H. AU - Umbreș, Radu Gabriel AU - Vanags, Edmunds AU - Vlasceanu, Madalina AU - Vonasch, Andrew J AU - Zhang, Yucheng AU - Abad, Mohcine AU - Adler, Eli AU - Mdarhri, Hamza Alaoui AU - Antazo, Benedict G. AU - Ay, F. Ceren AU - Ba, Mouhamadou El Hady AU - Barbosa, Sergio AU - Bastian, Brock AU - Berg, Anton AU - Białek, Michał AU - Bilancini, Ennio AU - Bogatyreva, Natalia AU - Boncinelli, Leonardo AU - Booth, Jonathan E. AU - Borau, Sylvie AU - Buchel, Ondrej AU - de Carvalho, Chrissie Ferreira AU - Celadin, Tatiana AU - Cerami, Chiara AU - Chalise, Hom Nath AU - Cheng, Xiaojun AU - Cian, Luca AU - Cockcroft, Kate AU - Conway, Jane AU - Córdoba-Delgado, Mateo A AU - Crespi, Chiara AU - Crouzevialle, Marie AU - Cutler, Jo AU - Cypryańska, Marzena AU - Dabrowska, Justyna AU - Davis, Victoria H. AU - Minda, John Paul AU - Dayley, Pamala N. AU - Delouvée, Sylvain AU - Denkovski, Ognjan AU - Dezecache, Guillaume AU - Dhaliwal, Nathan A. AU - Diato, Alelie B. AU - Di Paolo, Roberto AU - Dulleck, Uwe AU - Ekmanis, Jānis AU - Etienne, Tom W. AU - Farhana, Hapsa Hossain AU - Farkhari, Fahima AU - Fidanovski, Kristijan AU - Flew, Terry AU - Fraser, Shona AU - Frempong, Raymond Boadi AU - Fugelsang, Jonathan A. AU - Gale, Jessica AU - García-Navarro, E Begoña AU - Garladinne, Prasad AU - Gray, Kurt AU - Griffin, Siobhán M. AU - Gronfeldt, Bjarki AU - Gruber, June AU - Halperin, Eran AU - Herzon, Volo AU - Hruška, Matej AU - Hudecek, Matthias F. C. AU - Isler, Ozan AU - Jangard, Simon AU - Jørgensen, Frederik J. AU - Keudel, Oleksandra AU - Koppel, Lina AU - Koverola, Mika AU - Kunnari, Anton AU - Leota, Josh AU - Lermer, Eva AU - Li, Chunyun AU - Longoni, Chiara AU - McCashin, Darragh AU - Mikloušić, Igor AU - Molina-Paredes, Juliana AU - Monroy-Fonseca, César AU - Morales-Marente, Elena AU - Moreau, David AU - Muda, Rafał AU - Myer, Annalisa AU - Nash, Kyle AU - Nitschke, Jonas P. AU - Nurse, Matthew S. AU - de Mello, Victoria Oldemburgo AU - Palacios-Galvez, Maria Soledad AU - Pan, Yafeng AU - Papp, Zsófia AU - Pärnamets, Philip AU - Paruzel-Czachura, Mariola AU - Perander, Silva AU - Pitman, Michael Mark AU - Raza, Ali AU - Rêgo, Gabriel Gaudencio AU - Robertson, Claire E. AU - Rodríguez-Pascual, Iván AU - Saikkonen, Teemu AU - Salvador-Ginez, Octavio AU - Sampaio, Waldir M. AU - Santi, Gaia Chiara AU - Schultner, David T. AU - Schutte, Enid M. AU - Scott, Andy AU - Skali, Ahmed AU - Stefaniak, Anna AU - Sternisko, Anni AU - Strickland, Brent AU - Thomas, Jeffrey P. AU - Tinghög, Gustav AU - Traast, Iris J. AU - Tucciarelli, Raffaele AU - Tyrala, Michael AU - Ungson, Nick D. AU - Uysal, Mete Sefa AU - van Rooy, Dirk AU - Västfjäll, Daniel AU - Vieira, Joana B. AU - von Sikorski, Christian AU - Walker, Alexander C AU - Watermeyer, Jennifer AU - Willardt, Robin AU - Wohl, Michael J. A. AU - Wójcik, Adrian Dominik AU - Wu, Kaidi AU - Yamada, Yuki AU - Yilmaz, Onurcan AU - Yogeeswaran, Kumar AU - Ziemer, Carolin-Theresa AU - Zwaan, Rolf A. AU - Boggio, Paulo S. AU - Whillans, Ashley AU - Van Lange, Paul A. M. AU - Prasad, Rajib AU - Onderco, Michal AU - O’Madagain, Cathal AU - Nesh-Nash, Tarik AU - Laguna, Oscar Moreda AU - Kubin, Emily AU - Gümren, Mert AU - Fenwick, Ali AU - Ertan, Arhan S. AU - Bernstein, Michael J AU - Amara, Hanane AU - Van Bavel, Jay J. PY - 2022 UR - http://reff.f.bg.ac.rs/handle/123456789/5159 AB - 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 T2 - PNAS Nexus T1 - Predicting attitudinal and behavioral responses to COVID-19 pandemic using machine learning EP - 15 IS - 3 SP - 1 VL - 1 DO - 10.1093/pnasnexus/pgac093 ER -
@article{ author = "Pavlović, Tomislav and Azevedo, Flavio and De, Koustav and Riaño-Moreno, Julián C. and Maglić, Marina and Gkinopoulos, Theofilos and Donnelly-Kehoe, Patricio Andreas and Payán-Gómez, César and Huang, Guanxiong and Kantorowicz, Jaroslaw and Birtel, Michèle D. and Schönegger, Philipp and Capraro, Valerio and Santamaría-García, Hernando and Yucel, Meltem and Ibanez, Agustin and Rathje, Steve and Wetter, Erik and Stanojević, Dragan and van Prooijen, Jan-Willem and Hesse, Eugenia and Elbaek, Christian T. and Franc, Renata and Pavlović, Zoran and Mitkidis, Panagiotis and Cichocka, Aleksandra and Gelfand, Michele J. and Alfano, Mark and Ross, Robert M. and Sjåstad, Hallgeir and Nezlek, John B. and Cislak, Aleksandra and Lockwood, Patricia L. and Abts, Koen and Agadullina, Elena and Amodio, David M. and Apps, Matthew A J and Aruta, John Jamir Benzon and Besharati, Sahba Nomvula and Bor, Alexander and Choma, Becky L. and Cunningham, William A. and Ejaz, Waqas and Farmer, Harry and Findor, Andrej and Gjoneska, Biljana and Gualda, Estrella and Huynh, Toan L D and Imran, Mostak Ahamed and Israelashvili, Jacob and Kantorowicz-Reznichenko, Elena and Krouwel, André and Kutiyski, Yordan and Laakasuo, Michael and Lamm, Claus and Levy, Jonathan and Leygue, Caroline and Lin, Ming-Jen and Mansoor, Mohammad Sabbir and Marie, Antoine and Mayiwar, Lewend and Mazepus, Honorata and McHugh, Cillian and Olsson, Andreas and Otterbring, Tobias and Packer, Dominic J. and Palomäki, Jussi and Perry, Anat and Petersen, Michael Bang and Puthillam, Arathy and Rothmund, Tobias and Schmid, Petra C. and Stadelmann, David and Stoica, Augustin and Stoyanov, Drozdstoy and Stoyanova, Kristina K. and Tewari, Shruti and Todosijević, Bojan and Torgler, Benno and Tsakiris, Manos and Tung, Hans H. and Umbreș, Radu Gabriel and Vanags, Edmunds and Vlasceanu, Madalina and Vonasch, Andrew J and Zhang, Yucheng and Abad, Mohcine and Adler, Eli and Mdarhri, Hamza Alaoui and Antazo, Benedict G. and Ay, F. Ceren and Ba, Mouhamadou El Hady and Barbosa, Sergio and Bastian, Brock and Berg, Anton and Białek, Michał and Bilancini, Ennio and Bogatyreva, Natalia and Boncinelli, Leonardo and Booth, Jonathan E. and Borau, Sylvie and Buchel, Ondrej and de Carvalho, Chrissie Ferreira and Celadin, Tatiana and Cerami, Chiara and Chalise, Hom Nath and Cheng, Xiaojun and Cian, Luca and Cockcroft, Kate and Conway, Jane and Córdoba-Delgado, Mateo A and Crespi, Chiara and Crouzevialle, Marie and Cutler, Jo and Cypryańska, Marzena and Dabrowska, Justyna and Davis, Victoria H. and Minda, John Paul and Dayley, Pamala N. and Delouvée, Sylvain and Denkovski, Ognjan and Dezecache, Guillaume and Dhaliwal, Nathan A. and Diato, Alelie B. and Di Paolo, Roberto and Dulleck, Uwe and Ekmanis, Jānis and Etienne, Tom W. and Farhana, Hapsa Hossain and Farkhari, Fahima and Fidanovski, Kristijan and Flew, Terry and Fraser, Shona and Frempong, Raymond Boadi and Fugelsang, Jonathan A. and Gale, Jessica and García-Navarro, E Begoña and Garladinne, Prasad and Gray, Kurt and Griffin, Siobhán M. and Gronfeldt, Bjarki and Gruber, June and Halperin, Eran and Herzon, Volo and Hruška, Matej and Hudecek, Matthias F. C. and Isler, Ozan and Jangard, Simon and Jørgensen, Frederik J. and Keudel, Oleksandra and Koppel, Lina and Koverola, Mika and Kunnari, Anton and Leota, Josh and Lermer, Eva and Li, Chunyun and Longoni, Chiara and McCashin, Darragh and Mikloušić, Igor and Molina-Paredes, Juliana and Monroy-Fonseca, César and Morales-Marente, Elena and Moreau, David and Muda, Rafał and Myer, Annalisa and Nash, Kyle and Nitschke, Jonas P. and Nurse, Matthew S. and de Mello, Victoria Oldemburgo and Palacios-Galvez, Maria Soledad and Pan, Yafeng and Papp, Zsófia and Pärnamets, Philip and Paruzel-Czachura, Mariola and Perander, Silva and Pitman, Michael Mark and Raza, Ali and Rêgo, Gabriel Gaudencio and Robertson, Claire E. and Rodríguez-Pascual, Iván and Saikkonen, Teemu and Salvador-Ginez, Octavio and Sampaio, Waldir M. and Santi, Gaia Chiara and Schultner, David T. and Schutte, Enid M. and Scott, Andy and Skali, Ahmed and Stefaniak, Anna and Sternisko, Anni and Strickland, Brent and Thomas, Jeffrey P. and Tinghög, Gustav and Traast, Iris J. and Tucciarelli, Raffaele and Tyrala, Michael and Ungson, Nick D. and Uysal, Mete Sefa and van Rooy, Dirk and Västfjäll, Daniel and Vieira, Joana B. and von Sikorski, Christian and Walker, Alexander C and Watermeyer, Jennifer and Willardt, Robin and Wohl, Michael J. A. and Wójcik, Adrian Dominik and Wu, Kaidi and Yamada, Yuki and Yilmaz, Onurcan and Yogeeswaran, Kumar and Ziemer, Carolin-Theresa and Zwaan, Rolf A. and Boggio, Paulo S. and Whillans, Ashley and Van Lange, Paul A. M. and Prasad, Rajib and Onderco, Michal and O’Madagain, Cathal and Nesh-Nash, Tarik and Laguna, Oscar Moreda and Kubin, Emily and Gümren, Mert and Fenwick, Ali and Ertan, Arhan S. and Bernstein, Michael J and Amara, Hanane and Van Bavel, Jay J.", year = "2022", 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", journal = "PNAS Nexus", title = "Predicting attitudinal and behavioral responses to COVID-19 pandemic using machine learning", pages = "15-1", number = "3", volume = "1", doi = "10.1093/pnasnexus/pgac093" }
Pavlović, 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., Hesse, E., Elbaek, C. T., Franc, R., Pavlović, Z., Mitkidis, P., Cichocka, A., Gelfand, M. J., Alfano, M., Ross, R. M., Sjåstad, H., Nezlek, J. B., Cislak, A., Lockwood, P. L., Abts, K., Agadullina, E., Amodio, D. M., Apps, M. A. J., Aruta, J. J. B., Besharati, S. N., Bor, A., Choma, B. L., Cunningham, W. A., 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., Mansoor, M. S., Marie, A., Mayiwar, L., Mazepus, H., McHugh, C., Olsson, A., Otterbring, T., Packer, D. J., Palomäki, J., Perry, A., Petersen, M. B., Puthillam, A., Rothmund, T., Schmid, P. C., Stadelmann, D., Stoica, A., Stoyanov, D., Stoyanova, K. 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. G., 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. B., Di Paolo, R., Dulleck, U., Ekmanis, J., Etienne, T. W., Farhana, H. H., Farkhari, F., Fidanovski, K., Flew, T., Fraser, S., Frempong, R. B., Fugelsang, J. A., 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. J., 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., Pan, Y., Papp, Z., Pärnamets, P., Paruzel-Czachura, M., Perander, S., Pitman, M. M., Raza, A., Rêgo, G. G., Robertson, C. E., Rodríguez-Pascual, I., Saikkonen, T., Salvador-Ginez, O., Sampaio, W. M., Santi, G. C., Schultner, D. T., Schutte, E. M., Scott, A., Skali, A., Stefaniak, A., Sternisko, A., 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., 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., 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. in PNAS Nexus, 1(3), 1-15. https://doi.org/10.1093/pnasnexus/pgac093
Pavlović T, Azevedo F, De K, Riaño-Moreno JC, Maglić M, Gkinopoulos T, Donnelly-Kehoe PA, Payán-Gómez C, Huang G, Kantorowicz J, Birtel MD, Schönegger P, Capraro V, Santamaría-García H, Yucel M, Ibanez A, Rathje S, Wetter E, Stanojević D, van Prooijen J, Hesse E, Elbaek CT, Franc R, Pavlović Z, Mitkidis P, Cichocka A, Gelfand MJ, Alfano M, Ross RM, Sjåstad H, Nezlek JB, Cislak A, Lockwood PL, Abts K, Agadullina E, Amodio DM, Apps MAJ, Aruta JJB, Besharati SN, Bor A, Choma BL, Cunningham WA, Ejaz W, Farmer H, Findor A, Gjoneska B, Gualda E, Huynh TLD, Imran MA, Israelashvili J, Kantorowicz-Reznichenko E, Krouwel A, Kutiyski Y, Laakasuo M, Lamm C, Levy J, Leygue C, Lin M, Mansoor MS, Marie A, Mayiwar L, Mazepus H, McHugh C, Olsson A, Otterbring T, Packer DJ, Palomäki J, Perry A, Petersen MB, Puthillam A, Rothmund T, Schmid PC, Stadelmann D, Stoica A, Stoyanov D, Stoyanova KK, Tewari S, Todosijević B, Torgler B, Tsakiris M, Tung HH, Umbreș RG, Vanags E, Vlasceanu M, Vonasch AJ, Zhang Y, Abad M, Adler E, Mdarhri HA, Antazo BG, Ay FC, Ba MEH, Barbosa S, Bastian B, Berg A, Białek M, Bilancini E, Bogatyreva N, Boncinelli L, Booth JE, Borau S, Buchel O, de Carvalho CF, Celadin T, Cerami C, Chalise HN, Cheng X, Cian L, Cockcroft K, Conway J, Córdoba-Delgado MA, Crespi C, Crouzevialle M, Cutler J, Cypryańska M, Dabrowska J, Davis VH, Minda JP, Dayley PN, Delouvée S, Denkovski O, Dezecache G, Dhaliwal NA, Diato AB, Di Paolo R, Dulleck U, Ekmanis J, Etienne TW, Farhana HH, Farkhari F, Fidanovski K, Flew T, Fraser S, Frempong RB, Fugelsang JA, Gale J, García-Navarro EB, Garladinne P, Gray K, Griffin SM, Gronfeldt B, Gruber J, Halperin E, Herzon V, Hruška M, Hudecek MFC, Isler O, Jangard S, Jørgensen FJ, 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 JP, Nurse MS, de Mello VO, Palacios-Galvez MS, Pan Y, Papp Z, Pärnamets P, Paruzel-Czachura M, Perander S, Pitman MM, Raza A, Rêgo GG, Robertson CE, Rodríguez-Pascual I, Saikkonen T, Salvador-Ginez O, Sampaio WM, Santi GC, Schultner DT, Schutte EM, Scott A, Skali A, Stefaniak A, Sternisko A, Strickland B, Thomas JP, Tinghög G, Traast IJ, Tucciarelli R, Tyrala M, Ungson ND, Uysal MS, van Rooy D, Västfjäll D, Vieira JB, von Sikorski C, Walker AC, Watermeyer J, Willardt R, Wohl MJA, Wójcik AD, Wu K, Yamada Y, Yilmaz O, Yogeeswaran K, Ziemer C, Zwaan RA, Boggio PS, Whillans A, Van Lange PAM, Prasad R, Onderco M, O’Madagain C, Nesh-Nash T, Laguna OM, Kubin E, Gümren M, Fenwick A, Ertan AS, Bernstein MJ, Amara H, Van Bavel JJ. Predicting attitudinal and behavioral responses to COVID-19 pandemic using machine learning. in PNAS Nexus. 2022;1(3):1-15. doi:10.1093/pnasnexus/pgac093 .
Pavlović, Tomislav, Azevedo, Flavio, De, Koustav, Riaño-Moreno, Julián C., Maglić, Marina, Gkinopoulos, Theofilos, Donnelly-Kehoe, Patricio Andreas, Payán-Gómez, César, Huang, Guanxiong, Kantorowicz, Jaroslaw, Birtel, Michèle D., Schönegger, Philipp, Capraro, Valerio, Santamaría-García, Hernando, Yucel, Meltem, Ibanez, Agustin, Rathje, Steve, Wetter, Erik, Stanojević, Dragan, van Prooijen, Jan-Willem, Hesse, Eugenia, Elbaek, Christian T., Franc, Renata, Pavlović, Zoran, Mitkidis, Panagiotis, Cichocka, Aleksandra, Gelfand, Michele J., Alfano, Mark, Ross, Robert M., Sjåstad, Hallgeir, Nezlek, John B., Cislak, Aleksandra, Lockwood, Patricia L., Abts, Koen, Agadullina, Elena, Amodio, David M., Apps, Matthew A J, Aruta, John Jamir Benzon, Besharati, Sahba Nomvula, Bor, Alexander, Choma, Becky L., Cunningham, William A., Ejaz, Waqas, Farmer, Harry, Findor, Andrej, Gjoneska, Biljana, Gualda, Estrella, Huynh, Toan L D, Imran, Mostak Ahamed, Israelashvili, Jacob, Kantorowicz-Reznichenko, Elena, Krouwel, André, Kutiyski, Yordan, Laakasuo, Michael, Lamm, Claus, Levy, Jonathan, Leygue, Caroline, Lin, Ming-Jen, Mansoor, Mohammad Sabbir, Marie, Antoine, Mayiwar, Lewend, Mazepus, Honorata, McHugh, Cillian, Olsson, Andreas, Otterbring, Tobias, Packer, Dominic J., Palomäki, Jussi, Perry, Anat, Petersen, Michael Bang, Puthillam, Arathy, Rothmund, Tobias, Schmid, Petra C., Stadelmann, David, Stoica, Augustin, Stoyanov, Drozdstoy, Stoyanova, Kristina K., Tewari, Shruti, Todosijević, Bojan, Torgler, Benno, Tsakiris, Manos, Tung, Hans H., Umbreș, Radu Gabriel, Vanags, Edmunds, Vlasceanu, Madalina, Vonasch, Andrew J, Zhang, Yucheng, Abad, Mohcine, Adler, Eli, Mdarhri, Hamza Alaoui, Antazo, Benedict G., Ay, F. Ceren, Ba, Mouhamadou El Hady, Barbosa, Sergio, Bastian, Brock, Berg, Anton, Białek, Michał, Bilancini, Ennio, Bogatyreva, Natalia, Boncinelli, Leonardo, Booth, Jonathan E., Borau, Sylvie, Buchel, Ondrej, de Carvalho, Chrissie Ferreira, Celadin, Tatiana, Cerami, Chiara, Chalise, Hom Nath, Cheng, Xiaojun, Cian, Luca, Cockcroft, Kate, Conway, Jane, Córdoba-Delgado, Mateo A, Crespi, Chiara, Crouzevialle, Marie, Cutler, Jo, Cypryańska, Marzena, Dabrowska, Justyna, Davis, Victoria H., Minda, John Paul, Dayley, Pamala N., Delouvée, Sylvain, Denkovski, Ognjan, Dezecache, Guillaume, Dhaliwal, Nathan A., Diato, Alelie B., Di Paolo, Roberto, Dulleck, Uwe, Ekmanis, Jānis, Etienne, Tom W., Farhana, Hapsa Hossain, Farkhari, Fahima, Fidanovski, Kristijan, Flew, Terry, Fraser, Shona, Frempong, Raymond Boadi, Fugelsang, Jonathan A., Gale, Jessica, García-Navarro, E Begoña, Garladinne, Prasad, Gray, Kurt, Griffin, Siobhán M., Gronfeldt, Bjarki, Gruber, June, Halperin, Eran, Herzon, Volo, Hruška, Matej, Hudecek, Matthias F. C., Isler, Ozan, Jangard, Simon, Jørgensen, Frederik J., Keudel, Oleksandra, Koppel, Lina, Koverola, Mika, Kunnari, Anton, Leota, Josh, Lermer, Eva, Li, Chunyun, Longoni, Chiara, McCashin, Darragh, Mikloušić, Igor, Molina-Paredes, Juliana, Monroy-Fonseca, César, Morales-Marente, Elena, Moreau, David, Muda, Rafał, Myer, Annalisa, Nash, Kyle, Nitschke, Jonas P., Nurse, Matthew S., de Mello, Victoria Oldemburgo, Palacios-Galvez, Maria Soledad, Pan, Yafeng, Papp, Zsófia, Pärnamets, Philip, Paruzel-Czachura, Mariola, Perander, Silva, Pitman, Michael Mark, Raza, Ali, Rêgo, Gabriel Gaudencio, Robertson, Claire E., Rodríguez-Pascual, Iván, Saikkonen, Teemu, Salvador-Ginez, Octavio, Sampaio, Waldir M., Santi, Gaia Chiara, Schultner, David T., Schutte, Enid M., Scott, Andy, Skali, Ahmed, Stefaniak, Anna, Sternisko, Anni, Strickland, Brent, Thomas, Jeffrey P., Tinghög, Gustav, Traast, Iris J., Tucciarelli, Raffaele, Tyrala, Michael, Ungson, Nick D., Uysal, Mete Sefa, van Rooy, Dirk, Västfjäll, Daniel, Vieira, Joana B., von Sikorski, Christian, Walker, Alexander C, Watermeyer, Jennifer, 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., Whillans, Ashley, Van Lange, Paul A. M., Prasad, Rajib, Onderco, Michal, O’Madagain, Cathal, Nesh-Nash, Tarik, Laguna, Oscar Moreda, Kubin, Emily, Gümren, Mert, Fenwick, Ali, Ertan, Arhan S., Bernstein, Michael J, Amara, Hanane, Van Bavel, Jay J., "Predicting attitudinal and behavioral responses to COVID-19 pandemic using machine learning" in PNAS Nexus, 1, no. 3 (2022):1-15, https://doi.org/10.1093/pnasnexus/pgac093 . .
Related items
Showing items related by title, author, creator and subject.
-
Social and moral psychology of COVID-19 across 69 countries
Azevedo, Flavio; Pavlović, Tomislav; Rêgo, Gabriel G.; Ay, F. Ceren; Gjoneska, Biljana; Etienne, Tom W.; Ross, Robert M.; Schönegger, Philipp; Riaño-Moreno, Julián C.; Cichocka, Aleksandra; Capraro, Valerio; Cian, Luca; Longoni, Chiara; Chan, Ho Fai; Van Bavel, Jay J.; Sjåstad, Hallgeir; Nezlek, John B.; Alfano, Mark; Gelfand, Michele J.; Birtel, Michèle D.; Cislak, Aleksandra; Lockwood, Patricia L.; 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; 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; Rothmund, Tobias; Santamaría-García, Hernando; Schmid, Petra C.; Stoyanov, Drozdstoy; Tewari, Shruti; Todosijević, Bojan; Tsakiris, Manos; Tung, Hans H.; Umbres, 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; 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; 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.; Delouvée, S.; Denkovski, Ognjan; Dezecache, Guillaume; Dhaliwal, Nathan A.; Diato, Alelie B.; Di Paolo, Roberto; Drosinou, Marianna; Dulleck, Uwe; Ekmanis, Jānis; Ertan, Arhan S.; 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; Jorgensen, 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.; 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; Palomöki, 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; Rhee, Kasey; Robertson, Claire E.; Rodríguez-Pascual, Iván; Saikkonen, Teemu; Salvador-Ginez, Octavio; Santi, Gaia C.; Santiago-Tovar, Natalia; Savage, David; Scheffer, Julian A.; 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; White, Katherine; Habib, Rishad; 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.; Sampaio, Waldir M. (Scientific Data, 2023) -
National identity predicts public health support during a global pandemic
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, Augustin; 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, 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. (Nature Communications, 2022) -
Estimating the reproducibility of psychological science
Aarts, Alexander A.; Anderson, Joanna E.; Anderson, Christopher J.; Attridge, Peter R.; Attwood, Angela; Axt, Jordan; Babel, Molly; Bahnik, Stepan; Baranski, Erica; Barnett-Cowan, Michael; Bartmess, Elizabeth; Beer, Jennifer; Bell, Raoul; Bentley, Heather; Beyan, Leah; Binion, Grace; Borsboom, Denny; Bosch, Annick; Bosco, Frank A.; Bowman, Sara D.; Brandt, Mark J.; Braswell, Erin; Brohmer, Hilmar; Brown, Benjamin T.; Brown, Kristina; Bruening, Jovita; Calhoun-Sauls, Ann; Callahan, Shannon P.; Chagnon, Elizabeth; Chandler, Jesse; Chartier, Christopher R.; Cheung, Felix; Christopherson, Cody D.; Cillessen, Linda; Clay, Russ; Cleary, Hayley; Cloud, Mark D.; Cohn, Michael; Cohoon, Johanna; Columbus, Simon; Cordes, Andreas; Costantini, Giulio; Alvarez, Leslie D. Cramblet; Cremata, Ed; Crusius, Jan; DeCoster, Jamie; DeGaetano, Michelle A.; Della Penna, Nicolas; den Bezemer, Bobby; Deserno, Marie K.; Devitt, Olivia; Dewitte, Laura; Dobolyi, David G.; Dodson, Geneva T.; Donnellan, M. Brent; Donohue, Ryan; Dore, Rebecca A.; Dorrough, Angela; Dreber, Anna; Dugas, Michelle; Dunn, Elizabeth W.; Easey, Kayleigh; Eboigbe, Sylvia; Eggleston, Casey; Embley, Jo; Epskamp, Sacha; Errington, Timothy M.; Estel, Vivien; Farach, Frank J.; Feather, Jenelle; Fedor, Anna; Fernandez-Castilla, Belen; Fiedler, Susann; Field, James G.; Fitneva, Stanka A.; Flagan, Taru; Forest, Amanda L.; Forsell, Eskil; Foster, Joshua D.; Frank, Michael C.; Frazier, Rebecca S.; Fuchs, Heather; Gable, Philip; Galak, Jeff; Galliani, Elisa Maria; Gampa, Anup; Garcia, Sara; Gazarian, Douglas; Gilbert, Elizabeth; Giner-Sorolla, Roger; Gloeckner, Andreas; Goellner, Lars; Goh, Jin X.; Goldberg, Rebecca; Goodbourn, Patrick T.; Gordon-McKeon, Shauna; Gorges, Bryan; Gorges, Jessie; Goss, Justin; Graham, Jesse; Grange, James A.; Gray, Jeremy; Hartgerink, Chris; Hartshorne, Joshua; Hasselman, Fred; Hayes, Timothy; Heikensten, Emma; Henninger, Felix; Hodsoll, John; Holubar, Taylor; Hoogendoorn, Gea; Humphries, Denise J.; Hung, Cathy O. -Y.; Immelman, Nathali; Irsik, Vanessa C.; Jahn, Georg; Jaekel, Frank; Jekel, Marc; Johannesson, Magnus; Johnson, Larissa G.; Johnson, David J.; Johnson, Kate M.; Johnston, William J.; Jonas, Kai; Joy-Gaba, Jennifer; Kappes, Heather Barry; Kelso, Kim; Kidwell, Mallory C.; Kim, Seung Kyung; Kirkhart, Matthew; Kleinberg, Bennett; Knežević, Goran; Kolorz, Franziska Maria; Kossakowski, Jolanda J.; Krause, Robert Wilhelm; Krijnen, Job; Kuhlmann, Tim; Kunkels, Yoram K.; Kyc, Megan M.; Lai, Calvin K.; Laique, Aamir; Lakens, Daniel; Lane, Kristin A.; Lassetter, Bethany; Lazarević, Ljiljana; LeBel, Etienne P.; Lee, Key Jung; Lee, Minha; Lemm, Kristi; Levitan, Carmel A.; Lewis, Melissa; Lin, Lin; Lin, Stephanie; Lippold, Matthias; Loureiro, Darren; Luteijn, Ilse; Mackinnon, Sean; Mainard, Heather N.; Marigold, Denise C.; Martin, Daniel P.; Martinez, Tylar; Masicampo, E. J.; Matacotta, Josh; Mathur, Maya; May, Michael; Mechin, Nicole; Mehta, Pranjal; Meixner, Johannes; Melinger, Alissa; Miller, Jeremy K.; Miller, Mallorie; Moore, Katherine; Moeschl, Marcus; Motyl, Matt; Mueller, Stephanie M.; Munafo, Marcus; Neijenhuijs, Koen I.; Nervi, Taylor; Gandalf, Nicolas; Nilsonne, Gustav; Nosek, Brian A.; Nuijten, Michele B.; Olsson, Catherine; Osborne, Colleen; Ostkamp, Lutz; Pavel, Misha; Penton-Voak, Ian S.; Perna, Olivia; Pernet, Cyril; Perugini, Marco; Pipitone, R. Nathan; Pitts, Michael; Plessow, Franziska; Prenoveau, Jason M.; Rahal, Rima-Maria; Ratliff, Kate A.; Reinhard, David; Renkewitz, Frank; Ricker, Ashley A.; Rigney, Anastasia; Rivers, Andrew M.; Roebke, Mark; Rutchick, Abraham M.; Ryan, Robert S.; Sahin, Onur; Saide, Anondah; Sandstrom, Gillian M.; Santos, David; Saxe, Rebecca; Schlegelmilch, Rene; Schmidt, Kathleen; Scholz, Sabine; Seibel, Larissa; Selterman, Dylan Faulkner; Shaki, Samuel; Simpson, William B.; Sinclair, H. Colleen; Skorinko, Jeanine L. M.; Slowik, Agnieszka; Snyder, Joel S.; Soderberg, Courtney; Sonnleitner, Carina; Spencer, Nick; Spies, Jeffrey R.; Steegen, Sara; Stieger, Stefan; Strohminger, Nina; Sullivan, Gavin B.; Talhelm, Thomas; Tapia, Megan; te Dorsthorst, Anniek; Thomae, Manuela; Thomas, Sarah L.; Tio, Pia; Traets, Frits; Tsang, Steve; Tuerlinckx, Francis; Turchan, Paul; Valasek, Milan; van 't Veer, Anna E.; Van Aert, Robbie; van Assen, Marcel; van Bork, Riet; van de Ven, Mathijs; van den Bergh, Don; van der Hulst, Marije; van Dooren, Roel; van Doorn, Johnny; van Renswoude, Daan R.; van Rijn, Hedderik; Vanpaemel, Wolf; Echeverria, Alejandro Vasquez; Vazquez, Melissa; Velez, Natalia; Vermue, Marieke; Verschoor, Mark; Vianello, Michelangelo; Voracek, Martin; Vuu, Gina; Wagenmakers, Eric-Jan; Weerdmeester, Joanneke; Welsh, Ashlee; Westgate, Erin C.; Wissink, Joeri; Wood, Michael; Woods, Andy; Wright, Emily; Wu, Sining; Zeelenberg, Marcel; Zuni, Kellylynn (Amer Assoc Advancement Science, Washington, 2015)