TY  - JOUR
AU  - Azevedo, Flavio
AU  - Pavlović, Tomislav
AU  - Rêgo, Gabriel G.
AU  - Ay, F. Ceren
AU  - Gjoneska, Biljana
AU  - Etienne, Tom W.
AU  - Ross, Robert M.
AU  - Schönegger, Philipp
AU  - Riaño-Moreno, Julián C.
AU  - Cichocka, Aleksandra
AU  - Capraro, Valerio
AU  - Cian, Luca
AU  - Longoni, Chiara
AU  - Chan, Ho Fai
AU  - Van Bavel, Jay J.
AU  - Sjåstad, Hallgeir
AU  - Nezlek, John B.
AU  - Alfano, Mark
AU  - Gelfand, Michele J.
AU  - Birtel, Michèle D.
AU  - Cislak, Aleksandra
AU  - Lockwood, Patricia L.
AU  - Abts, Koen
AU  - Agadullina, Elena
AU  - Aruta, John Jamir Benzon
AU  - Besharati, Sahba Nomvula
AU  - Bor, Alexander
AU  - Choma, Becky L.
AU  - Crabtree, Charles David
AU  - Cunningham, William A.
AU  - De, Koustav
AU  - Ejaz, Waqas
AU  - Elbaek, Christian T.
AU  - Findor, Andrej
AU  - Flichtentrei, Daniel
AU  - Franc, Renata
AU  - Gruber, June
AU  - Gualda, Estrella
AU  - Horiuchi, Yusaku
AU  - Huynh, Toan Luu Duc
AU  - Ibanez, Agustin
AU  - Imran, Mostak Ahamed
AU  - Israelashvili, Jacob
AU  - Jasko, Katarzyna
AU  - Kantorowicz, Jaroslaw
AU  - Kantorowicz-Reznichenko, Elena
AU  - Krouwel, André
AU  - Laakasuo, Michael
AU  - Lamm, Claus
AU  - Leygue, Caroline
AU  - Lin, Ming-Jen
AU  - Mansoor, Mohammad Sabbir
AU  - Marie, Antoine
AU  - Mayiwar, Lewend
AU  - Mazepus, Honorata
AU  - McHugh, Cillian
AU  - Minda, John Paul
AU  - Mitkidis, Panagiotis
AU  - Olsson, Andreas
AU  - Otterbring, Tobias
AU  - Packer, Dominic J.
AU  - Perry, Anat
AU  - Petersen, Michael Bang
AU  - Puthillam, Arathy
AU  - Rothmund, Tobias
AU  - Santamaría-García, Hernando
AU  - Schmid, Petra C.
AU  - Stoyanov, Drozdstoy
AU  - Tewari, Shruti
AU  - Todosijević, Bojan
AU  - Tsakiris, Manos
AU  - Tung, Hans H.
AU  - Umbres, Radu G.
AU  - Vanags, Edmunds
AU  - Vlasceanu, Madalina
AU  - Vonasch, Andrew
AU  - Yucel, Meltem
AU  - Zhang, Yucheng
AU  - Abad, Mohcine
AU  - Adler, Eli
AU  - Akrawi, Narin
AU  - Mdarhri, Hamza Alaoui
AU  - Amara, Hanane
AU  - Amodio, David M.
AU  - Antazo, Benedict G.
AU  - Apps, Matthew
AU  - Ba, Mouhamadou Hady
AU  - Barbosa, Sergio
AU  - Bastian, Brock
AU  - Berg, Anton
AU  - Bernal-Zárate, Maria P.
AU  - Bernstein, Michael
AU  - Białek, Michał
AU  - Bilancini, Ennio
AU  - Bogatyreva, Natalia
AU  - Boncinelli, Leonardo
AU  - Booth, Jonathan E.
AU  - Borau, Sylvie
AU  - Buchel, Ondrej
AU  - Cameron, C. Daryl
AU  - Carvalho, Chrissie F.
AU  - Celadin, Tatiana
AU  - Cerami, Chiara
AU  - Chalise, Hom Nath
AU  - Cheng, Xiaojun
AU  - Cockcroft, Kate
AU  - Conway, Jane
AU  - Córdoba-Delgado, Mateo Andres
AU  - Crespi, Chiara
AU  - Crouzevialle, Marie
AU  - Cutler, Jo
AU  - Cypryańska, Marzena
AU  - Dabrowska, Justyna
AU  - Daniels, Michael A.
AU  - Davis, Victoria H.
AU  - Dayley, Pamala N.
AU  - Delouvée, S.
AU  - Denkovski, Ognjan
AU  - Dezecache, Guillaume
AU  - Dhaliwal, Nathan A.
AU  - Diato, Alelie B.
AU  - Di Paolo, Roberto
AU  - Drosinou, Marianna
AU  - Dulleck, Uwe
AU  - Ekmanis, Jānis
AU  - Ertan, Arhan S.
AU  - Farhana, Hapsa Hossain
AU  - Farkhari, Fahima
AU  - Farmer, Harry
AU  - Fenwick, Ali
AU  - Fidanovski, Kristijan
AU  - Flew, Terry
AU  - Fraser, Shona
AU  - Frempong, Raymond Boadi
AU  - Fugelsang, Jonathan A.
AU  - Gale, Jessica
AU  - Garcia-Navarro, E. Begoña
AU  - Garladinne, Prasad
AU  - Ghajjou, Oussama
AU  - Gkinopoulos, Theofilos
AU  - Gray, Kurt
AU  - Griffin, Siobhán M.
AU  - Gronfeldt, Bjarki
AU  - Gümren, Mert
AU  - Gurung, Ranju Lama
AU  - Halperin, Eran
AU  - Harris, Elizabeth
AU  - Herzon, Volo
AU  - Hruška, Matej
AU  - Huang, Guanxiong
AU  - Hudecek, Matthias F. C.
AU  - Isler, Ozan
AU  - Jangard, Simon
AU  - Jorgensen, Frederik J.
AU  - Kachanoff, Frank
AU  - Kahn, John
AU  - Dangol, Apsara Katuwal
AU  - Keudel, Oleksandra
AU  - Koppel, Lina
AU  - Koverola, Mika
AU  - Kubin, Emily
AU  - Kunnari, Anton
AU  - Kutiyski, Yordan
AU  - Laguna, Oscar
AU  - Leota, Josh
AU  - Lermer, Eva
AU  - Levy, Jonathan
AU  - Levy, Neil
AU  - Li, Chunyun
AU  - Long, Elizabeth U.
AU  - Maglić, Marina
AU  - McCashin, Darragh
AU  - Metcalf, Alexander L.
AU  - Mikloušić, Igor
AU  - El Mimouni, Soulaimane
AU  - Miura, Asako
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  - Nesh-Nash, Tarik
AU  - Nitschke, Jonas P.
AU  - Nurse, Matthew S.
AU  - Ohtsubo, Yohsuke
AU  - Oldemburgo de Mello, Victoria
AU  - O’Madagain, Cathal
AU  - Onderco, Michal
AU  - Palacios-Galvez, M. Soledad
AU  - Palomöki, Jussi
AU  - Pan, Yafeng
AU  - Papp, Zsófia
AU  - Pärnamets, Philip
AU  - Paruzel-Czachura, Mariola
AU  - Pavlović, Zoran
AU  - Payán-Gómez, César
AU  - Perander, Silva
AU  - Pitman, Michael Mark
AU  - Prasad, Rajib
AU  - Pyrkosz-Pacyna, Joanna
AU  - Rathje, Steve
AU  - Raza, Ali
AU  - Rhee, Kasey
AU  - Robertson, Claire E.
AU  - Rodríguez-Pascual, Iván
AU  - Saikkonen, Teemu
AU  - Salvador-Ginez, Octavio
AU  - Santi, Gaia C.
AU  - Santiago-Tovar, Natalia
AU  - Savage, David
AU  - Scheffer, Julian A.
AU  - Schultner, David T.
AU  - Schutte, Enid M.
AU  - Scott, Andy
AU  - Sharma, Madhavi
AU  - Sharma, Pujan
AU  - Skali, Ahmed
AU  - Stadelmann, David
AU  - Stafford, Clara Alexandra
AU  - Stanojević, Dragan
AU  - Stefaniak, Anna
AU  - Sternisko, Anni
AU  - Stoica, Augustin
AU  - Stoyanova, Kristina K.
AU  - Strickland, Brent
AU  - Sundvall, Jukka
AU  - Thomas, Jeffrey P.
AU  - Tinghög, Gustav
AU  - Torgler, Benno
AU  - Traast, Iris J.
AU  - Tucciarelli, Raffaele
AU  - Tyrala, Michael
AU  - Ungson, Nick D.
AU  - Uysal, Mete S.
AU  - Van Lange, Paul A. M.
AU  - van Prooijen, Jan-Willem
AU  - van Rooy, Dirk
AU  - Västfjäll, Daniel
AU  - Verkoeijen, Peter
AU  - Vieira, Joana B.
AU  - von Sikorski, Christian
AU  - Walker, Alexander Cameron
AU  - Watermeyer, Jennifer
AU  - Wetter, Erik
AU  - Whillans, Ashley
AU  - White, Katherine
AU  - Habib, Rishad
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  - Sampaio, Waldir M.
PY  - 2023
UR  - http://reff.f.bg.ac.rs/handle/123456789/4487
AB  - The COVID-19 pandemic has affected all domains of human life, including the economic and
social fabric of societies. One of the central strategies for managing public health throughout
the pandemic has been through persuasive messaging and collective behaviour change.
To help scholars better understand the social and moral psychology behind public health
behaviour, we present a dataset comprising of 51,404 individuals from 69 countries. This
dataset was collected for the International Collaboration on Social & Moral Psychology of
COVID-19 project (ICSMP COVID-19). This social science survey invited participants around
the world to complete a series of moral and psychological measures and public health
attitudes about COVID-19 during an early phase of the COVID-19 pandemic (between April
and June 2020). The survey included seven broad categories of questions: COVID-19 beliefs
and compliance behaviours; identity and social attitudes; ideology; health and well-being;
moral beliefs and motivation; personality traits; and demographic variables. We report both
raw and cleaned data, along with all survey materials, data visualisations, and psychometric
evaluations of key variables.
T2  - Scientific Data
T1  - Social and moral psychology of COVID-19 across 69 countries
SP  - 272
VL  - 10
DO  - 10.1038/s41597-023-02080-8
ER  - 

@article{
author = "Azevedo, Flavio and Pavlović, Tomislav and Rêgo, Gabriel G. and Ay, F. Ceren and Gjoneska, Biljana and Etienne, Tom W. and Ross, Robert M. and Schönegger, Philipp and Riaño-Moreno, Julián C. and Cichocka, Aleksandra and Capraro, Valerio and Cian, Luca and Longoni, Chiara and Chan, Ho Fai and Van Bavel, Jay J. and Sjåstad, Hallgeir and Nezlek, John B. and Alfano, Mark and Gelfand, Michele J. and Birtel, Michèle D. and Cislak, Aleksandra and Lockwood, Patricia L. and Abts, Koen and Agadullina, Elena and Aruta, John Jamir Benzon and Besharati, Sahba Nomvula and Bor, Alexander and Choma, Becky L. and Crabtree, Charles David and Cunningham, William A. and De, Koustav and Ejaz, Waqas and Elbaek, Christian T. and Findor, Andrej and Flichtentrei, Daniel and Franc, Renata and Gruber, June and Gualda, Estrella and Horiuchi, Yusaku and Huynh, Toan Luu Duc and Ibanez, Agustin and Imran, Mostak Ahamed and Israelashvili, Jacob and Jasko, Katarzyna and Kantorowicz, Jaroslaw and Kantorowicz-Reznichenko, Elena and Krouwel, André and Laakasuo, Michael and Lamm, Claus and Leygue, Caroline and Lin, Ming-Jen and Mansoor, Mohammad Sabbir and Marie, Antoine and Mayiwar, Lewend and Mazepus, Honorata and McHugh, Cillian and Minda, John Paul and Mitkidis, Panagiotis and Olsson, Andreas and Otterbring, Tobias and Packer, Dominic J. and Perry, Anat and Petersen, Michael Bang and Puthillam, Arathy and Rothmund, Tobias and Santamaría-García, Hernando and Schmid, Petra C. and Stoyanov, Drozdstoy and Tewari, Shruti and Todosijević, Bojan and Tsakiris, Manos and Tung, Hans H. and Umbres, Radu G. and Vanags, Edmunds and Vlasceanu, Madalina and Vonasch, Andrew and Yucel, Meltem and Zhang, Yucheng and Abad, Mohcine and Adler, Eli and Akrawi, Narin and Mdarhri, Hamza Alaoui and Amara, Hanane and Amodio, David M. and Antazo, Benedict G. and Apps, Matthew and Ba, Mouhamadou Hady and Barbosa, Sergio and Bastian, Brock and Berg, Anton and Bernal-Zárate, Maria P. and Bernstein, Michael and Białek, Michał and Bilancini, Ennio and Bogatyreva, Natalia and Boncinelli, Leonardo and Booth, Jonathan E. and Borau, Sylvie and Buchel, Ondrej and Cameron, C. Daryl and Carvalho, Chrissie F. and Celadin, Tatiana and Cerami, Chiara and Chalise, Hom Nath and Cheng, Xiaojun and Cockcroft, Kate and Conway, Jane and Córdoba-Delgado, Mateo Andres and Crespi, Chiara and Crouzevialle, Marie and Cutler, Jo and Cypryańska, Marzena and Dabrowska, Justyna and Daniels, Michael A. and Davis, Victoria H. and Dayley, Pamala N. and Delouvée, S. and Denkovski, Ognjan and Dezecache, Guillaume and Dhaliwal, Nathan A. and Diato, Alelie B. and Di Paolo, Roberto and Drosinou, Marianna and Dulleck, Uwe and Ekmanis, Jānis and Ertan, Arhan S. and Farhana, Hapsa Hossain and Farkhari, Fahima and Farmer, Harry and Fenwick, Ali and Fidanovski, Kristijan and Flew, Terry and Fraser, Shona and Frempong, Raymond Boadi and Fugelsang, Jonathan A. and Gale, Jessica and Garcia-Navarro, E. Begoña and Garladinne, Prasad and Ghajjou, Oussama and Gkinopoulos, Theofilos and Gray, Kurt and Griffin, Siobhán M. and Gronfeldt, Bjarki and Gümren, Mert and Gurung, Ranju Lama and Halperin, Eran and Harris, Elizabeth and Herzon, Volo and Hruška, Matej and Huang, Guanxiong and Hudecek, Matthias F. C. and Isler, Ozan and Jangard, Simon and Jorgensen, Frederik J. and Kachanoff, Frank and Kahn, John and Dangol, Apsara Katuwal and Keudel, Oleksandra and Koppel, Lina and Koverola, Mika and Kubin, Emily and Kunnari, Anton and Kutiyski, Yordan and Laguna, Oscar and Leota, Josh and Lermer, Eva and Levy, Jonathan and Levy, Neil and Li, Chunyun and Long, Elizabeth U. and Maglić, Marina and McCashin, Darragh and Metcalf, Alexander L. and Mikloušić, Igor and El Mimouni, Soulaimane and Miura, Asako 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 Nesh-Nash, Tarik and Nitschke, Jonas P. and Nurse, Matthew S. and Ohtsubo, Yohsuke and Oldemburgo de Mello, Victoria and O’Madagain, Cathal and Onderco, Michal and Palacios-Galvez, M. Soledad and Palomöki, Jussi and Pan, Yafeng and Papp, Zsófia and Pärnamets, Philip and Paruzel-Czachura, Mariola and Pavlović, Zoran and Payán-Gómez, César and Perander, Silva and Pitman, Michael Mark and Prasad, Rajib and Pyrkosz-Pacyna, Joanna and Rathje, Steve and Raza, Ali and Rhee, Kasey and Robertson, Claire E. and Rodríguez-Pascual, Iván and Saikkonen, Teemu and Salvador-Ginez, Octavio and Santi, Gaia C. and Santiago-Tovar, Natalia and Savage, David and Scheffer, Julian A. and Schultner, David T. and Schutte, Enid M. and Scott, Andy and Sharma, Madhavi and Sharma, Pujan and Skali, Ahmed and Stadelmann, David and Stafford, Clara Alexandra and Stanojević, Dragan and Stefaniak, Anna and Sternisko, Anni and Stoica, Augustin and Stoyanova, Kristina K. and Strickland, Brent and Sundvall, Jukka and Thomas, Jeffrey P. and Tinghög, Gustav and Torgler, Benno and Traast, Iris J. and Tucciarelli, Raffaele and Tyrala, Michael and Ungson, Nick D. and Uysal, Mete S. and Van Lange, Paul A. M. and van Prooijen, Jan-Willem and van Rooy, Dirk and Västfjäll, Daniel and Verkoeijen, Peter and Vieira, Joana B. and von Sikorski, Christian and Walker, Alexander Cameron and Watermeyer, Jennifer and Wetter, Erik and Whillans, Ashley and White, Katherine and Habib, Rishad 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 Sampaio, Waldir M.",
year = "2023",
abstract = "The COVID-19 pandemic has affected all domains of human life, including the economic and
social fabric of societies. One of the central strategies for managing public health throughout
the pandemic has been through persuasive messaging and collective behaviour change.
To help scholars better understand the social and moral psychology behind public health
behaviour, we present a dataset comprising of 51,404 individuals from 69 countries. This
dataset was collected for the International Collaboration on Social & Moral Psychology of
COVID-19 project (ICSMP COVID-19). This social science survey invited participants around
the world to complete a series of moral and psychological measures and public health
attitudes about COVID-19 during an early phase of the COVID-19 pandemic (between April
and June 2020). The survey included seven broad categories of questions: COVID-19 beliefs
and compliance behaviours; identity and social attitudes; ideology; health and well-being;
moral beliefs and motivation; personality traits; and demographic variables. We report both
raw and cleaned data, along with all survey materials, data visualisations, and psychometric
evaluations of key variables.",
journal = "Scientific Data",
title = "Social and moral psychology of COVID-19 across 69 countries",
pages = "272",
volume = "10",
doi = "10.1038/s41597-023-02080-8"
}

Azevedo, F., Pavlović, T., Rêgo, G. G., Ay, F. C., Gjoneska, B., Etienne, T. W., Ross, R. M., Schönegger, P., Riaño-Moreno, J. C., Cichocka, A., Capraro, V., Cian, L., Longoni, C., Chan, H. F., Van Bavel, J. J., Sjåstad, H., Nezlek, J. B., Alfano, M., Gelfand, M. J., Birtel, M. D., Cislak, A., Lockwood, P. L., Abts, K., Agadullina, E., Aruta, J. J. B., Besharati, S. N., Bor, A., Choma, B. L., Crabtree, C. D., Cunningham, W. A., De, K., Ejaz, W., Elbaek, C. T., Findor, A., Flichtentrei, D., Franc, R., Gruber, J., Gualda, E., Horiuchi, Y., Huynh, T. L. D., Ibanez, A., Imran, M. A., Israelashvili, J., Jasko, K., Kantorowicz, J., Kantorowicz-Reznichenko, E., Krouwel, A., Laakasuo, M., Lamm, C., Leygue, C., Lin, M., Mansoor, M. S., Marie, A., Mayiwar, L., Mazepus, H., McHugh, C., Minda, J. P., Mitkidis, P., Olsson, A., Otterbring, T., Packer, D. J., Perry, A., Petersen, M. B., Puthillam, A., Rothmund, T., Santamaría-García, H., Schmid, P. C., Stoyanov, D., Tewari, S., Todosijević, B., Tsakiris, M., Tung, H. H., Umbres, R. G., Vanags, E., Vlasceanu, M., Vonasch, A., Yucel, M., Zhang, Y., Abad, M., Adler, E., Akrawi, N., Mdarhri, H. A., Amara, H., Amodio, D. M., Antazo, B. G., Apps, M., Ba, M. H., Barbosa, S., Bastian, B., Berg, A., Bernal-Zárate, M. P., Bernstein, M., Białek, M., Bilancini, E., Bogatyreva, N., Boncinelli, L., Booth, J. E., Borau, S., Buchel, O., Cameron, C. D., Carvalho, C. F., Celadin, T., Cerami, C., Chalise, H. N., Cheng, X., Cockcroft, K., Conway, J., Córdoba-Delgado, M. A., Crespi, C., Crouzevialle, M., Cutler, J., Cypryańska, M., Dabrowska, J., Daniels, M. A., Davis, V. H., Dayley, P. N., Delouvée, S., Denkovski, O., Dezecache, G., Dhaliwal, N. A., Diato, A. B., Di Paolo, R., Drosinou, M., Dulleck, U., Ekmanis, J., Ertan, A. S., Farhana, H. H., Farkhari, F., Farmer, H., Fenwick, A., Fidanovski, K., Flew, T., Fraser, S., Frempong, R. B., Fugelsang, J. A., Gale, J., Garcia-Navarro, E. B., Garladinne, P., Ghajjou, O., Gkinopoulos, T., Gray, K., Griffin, S. M., Gronfeldt, B., Gümren, M., Gurung, R. L., Halperin, E., Harris, E., Herzon, V., Hruška, M., Huang, G., Hudecek, M. F. C., Isler, O., Jangard, S., Jorgensen, F. J., Kachanoff, F., Kahn, J., Dangol, A. K., Keudel, O., Koppel, L., Koverola, M., Kubin, E., Kunnari, A., Kutiyski, Y., Laguna, O., Leota, J., Lermer, E., Levy, J., Levy, N., Li, C., Long, E. U., Maglić, M., McCashin, D., Metcalf, A. L., Mikloušić, I., El Mimouni, S., Miura, A., Molina-Paredes, J., Monroy-Fonseca, C., Morales-Marente, E., Moreau, D., Muda, R., Myer, A., Nash, K., Nesh-Nash, T., Nitschke, J. P., Nurse, M. S., Ohtsubo, Y., Oldemburgo de Mello, V., O’Madagain, C., Onderco, M., Palacios-Galvez, M. S., Palomöki, J., Pan, Y., Papp, Z., Pärnamets, P., Paruzel-Czachura, M., Pavlović, Z., Payán-Gómez, C., Perander, S., Pitman, M. M., Prasad, R., Pyrkosz-Pacyna, J., Rathje, S., Raza, A., Rhee, K., Robertson, C. E., Rodríguez-Pascual, I., Saikkonen, T., Salvador-Ginez, O., Santi, G. C., Santiago-Tovar, N., Savage, D., Scheffer, J. A., Schultner, D. T., Schutte, E. M., Scott, A., Sharma, M., Sharma, P., Skali, A., Stadelmann, D., Stafford, C. A., Stanojević, D., Stefaniak, A., Sternisko, A., Stoica, A., Stoyanova, K. K., Strickland, B., Sundvall, J., Thomas, J. P., Tinghög, G., Torgler, B., Traast, I. J., Tucciarelli, R., Tyrala, M., Ungson, N. D., Uysal, M. S., Van Lange, P. A. M., van Prooijen, J., van Rooy, D., Västfjäll, D., Verkoeijen, P., Vieira, J. B., von Sikorski, C., Walker, A. C., Watermeyer, J., Wetter, E., Whillans, A., White, K., Habib, R., 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.,& Sampaio, W. M.. (2023). Social and moral psychology of COVID-19 across 69 countries. in Scientific Data, 10, 272.
https://doi.org/10.1038/s41597-023-02080-8

Azevedo F, Pavlović T, Rêgo GG, Ay FC, Gjoneska B, Etienne TW, Ross RM, Schönegger P, Riaño-Moreno JC, Cichocka A, Capraro V, Cian L, Longoni C, Chan HF, Van Bavel JJ, Sjåstad H, Nezlek JB, Alfano M, Gelfand MJ, Birtel MD, Cislak A, Lockwood PL, Abts K, Agadullina E, Aruta JJB, Besharati SN, Bor A, Choma BL, Crabtree CD, Cunningham WA, De K, Ejaz W, Elbaek CT, Findor A, Flichtentrei D, Franc R, Gruber J, Gualda E, Horiuchi Y, Huynh TLD, Ibanez A, Imran MA, Israelashvili J, Jasko K, Kantorowicz J, Kantorowicz-Reznichenko E, Krouwel A, Laakasuo M, Lamm C, Leygue C, Lin M, Mansoor MS, Marie A, Mayiwar L, Mazepus H, McHugh C, Minda JP, Mitkidis P, Olsson A, Otterbring T, Packer DJ, Perry A, Petersen MB, Puthillam A, Rothmund T, Santamaría-García H, Schmid PC, Stoyanov D, Tewari S, Todosijević B, Tsakiris M, Tung HH, Umbres RG, Vanags E, Vlasceanu M, Vonasch A, Yucel M, Zhang Y, Abad M, Adler E, Akrawi N, Mdarhri HA, Amara H, Amodio DM, Antazo BG, Apps M, Ba MH, Barbosa S, Bastian B, Berg A, Bernal-Zárate MP, Bernstein M, Białek M, Bilancini E, Bogatyreva N, Boncinelli L, Booth JE, Borau S, Buchel O, Cameron CD, Carvalho CF, Celadin T, Cerami C, Chalise HN, Cheng X, Cockcroft K, Conway J, Córdoba-Delgado MA, Crespi C, Crouzevialle M, Cutler J, Cypryańska M, Dabrowska J, Daniels MA, Davis VH, Dayley PN, Delouvée S, Denkovski O, Dezecache G, Dhaliwal NA, Diato AB, Di Paolo R, Drosinou M, Dulleck U, Ekmanis J, Ertan AS, Farhana HH, Farkhari F, Farmer H, Fenwick A, Fidanovski K, Flew T, Fraser S, Frempong RB, Fugelsang JA, Gale J, Garcia-Navarro EB, Garladinne P, Ghajjou O, Gkinopoulos T, Gray K, Griffin SM, Gronfeldt B, Gümren M, Gurung RL, Halperin E, Harris E, Herzon V, Hruška M, Huang G, Hudecek MFC, Isler O, Jangard S, Jorgensen FJ, Kachanoff F, Kahn J, Dangol AK, Keudel O, Koppel L, Koverola M, Kubin E, Kunnari A, Kutiyski Y, Laguna O, Leota J, Lermer E, Levy J, Levy N, Li C, Long EU, Maglić M, McCashin D, Metcalf AL, Mikloušić I, El Mimouni S, Miura A, Molina-Paredes J, Monroy-Fonseca C, Morales-Marente E, Moreau D, Muda R, Myer A, Nash K, Nesh-Nash T, Nitschke JP, Nurse MS, Ohtsubo Y, Oldemburgo de Mello V, O’Madagain C, Onderco M, Palacios-Galvez MS, Palomöki J, Pan Y, Papp Z, Pärnamets P, Paruzel-Czachura M, Pavlović Z, Payán-Gómez C, Perander S, Pitman MM, Prasad R, Pyrkosz-Pacyna J, Rathje S, Raza A, Rhee K, Robertson CE, Rodríguez-Pascual I, Saikkonen T, Salvador-Ginez O, Santi GC, Santiago-Tovar N, Savage D, Scheffer JA, Schultner DT, Schutte EM, Scott A, Sharma M, Sharma P, Skali A, Stadelmann D, Stafford CA, Stanojević D, Stefaniak A, Sternisko A, Stoica A, Stoyanova KK, Strickland B, Sundvall J, Thomas JP, Tinghög G, Torgler B, Traast IJ, Tucciarelli R, Tyrala M, Ungson ND, Uysal MS, Van Lange PAM, van Prooijen J, van Rooy D, Västfjäll D, Verkoeijen P, Vieira JB, von Sikorski C, Walker AC, Watermeyer J, Wetter E, Whillans A, White K, Habib R, Willardt R, Wohl MJA, Wójcik AD, Wu K, Yamada Y, Yilmaz O, Yogeeswaran K, Ziemer C, Zwaan RA, Boggio PS, Sampaio WM. Social and moral psychology of COVID-19 across 69 countries. in Scientific Data. 2023;10:272.
doi:10.1038/s41597-023-02080-8 .

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., "Social and moral psychology of COVID-19 across 69 countries" in Scientific Data, 10 (2023):272,
https://doi.org/10.1038/s41597-023-02080-8 . .

TY  - JOUR
AU  - Van Bavel, Jay J.
AU  - Cichocka, Aleksandra
AU  - Capraro, Valerio
AU  - Sjåstad, Hallgeir
AU  - Nezlek, John B.
AU  - Pavlović, Tomislav
AU  - Alfano, Mark
AU  - Gelfand, Michele J.
AU  - Azevedo, Flavio
AU  - Birtel, Michèle D.
AU  - Cislak, Aleksandra
AU  - Lockwood, Patricia L.
AU  - Ross, Robert Malcolm
AU  - Abts, Koen
AU  - Agadullina, Elena
AU  - Aruta, John Jamir Benzon
AU  - Besharati, Sahba Nomvula
AU  - Bor, Alexander
AU  - Choma, Becky L.
AU  - Crabtree, Charles David
AU  - Cunningham, William A.
AU  - De, Koustav
AU  - Ejaz, Waqas
AU  - Elbaek, Christian T.
AU  - Findor, Andrej
AU  - Flichtentrei, Daniel
AU  - Franc, Renata
AU  - Gjoneska, Biljana
AU  - Gruber, June
AU  - Gualda, Estrella
AU  - Horiuchi, Yusaku
AU  - Huynh, Toan Luu Duc
AU  - Ibanez, Augustin
AU  - Imran, Mostak Ahamed
AU  - Israelashvili, Jacob
AU  - Jasko, Katarzyna
AU  - Kantorowicz, Jaroslaw
AU  - Kantorowicz-Reznichenko, Elena
AU  - Krouwel, André
AU  - Laakasuo, Michael
AU  - Lamm, Claus
AU  - Leygue, Caroline
AU  - Lin, Ming-Jen
AU  - Mansoor, Mohammad Sabbir
AU  - Marie, Antoine
AU  - Mayiwar, Lewend
AU  - Mazepus, Honorata
AU  - McHugh, Cillian
AU  - Minda, John Paul
AU  - Mitkidis, Panagiotis
AU  - Olsson, Andreas
AU  - Otterbring, Tobias
AU  - Packer, Dominic J.
AU  - Perry, Anat
AU  - Petersen, Michael Bang
AU  - Puthillam, Arathy
AU  - Riaño-Moreno, Julián C.
AU  - Rothmund, Tobias
AU  - Santamaría-García, Hernando
AU  - Schmid, Petra C.
AU  - Stoyanov, Drozdstoy
AU  - Tewari, Shruti
AU  - Todosijević, Bojan
AU  - Tsakiris, Manos
AU  - Tung, Hans H.
AU  - Umbreș, Radu G.
AU  - Vanags, Edmunds
AU  - Vlasceanu, Madalina
AU  - Vonasch, Andrew
AU  - Yucel, Meltem
AU  - Zhang, Yucheng
AU  - Abad, Mohcine
AU  - Adler, Eli
AU  - Akrawi, Narin
AU  - Mdarhri, Hamza Alaoui
AU  - Amara, Hanane
AU  - Amodio, David M.
AU  - Antazo, Benedict G.
AU  - Apps, Matthew
AU  - Ay, F. Ceren
AU  - Ba, Mouhamadou Hady
AU  - Barbosa, Sergio
AU  - Bastian, Brock
AU  - Berg, Anton
AU  - Bernal-Zárate, Maria P.
AU  - Bernstein, Michael
AU  - Białek, Michał
AU  - Bilancini, Ennio
AU  - Bogatyreva, Natalia
AU  - Boncinelli, Leonardo
AU  - Booth, Jonathan E.
AU  - Borau, Sylvie
AU  - Buchel, Ondrej
AU  - Cameron, C. Daryl
AU  - Carvalho, Chrissie F.
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 Andres
AU  - Crespi, Chiara
AU  - Crouzevialle, Marie
AU  - Cutler, Jo
AU  - Cypryańska, Marzena
AU  - Dabrowska, Justyna
AU  - Daniels, Michael A.
AU  - Davis, Victoria H.
AU  - Dayley, Pamala N.
AU  - Delouvee, Sylvain
AU  - Denkovski, Ognjan
AU  - Dezecache, Guillaume
AU  - Dhaliwal, Nathan A.
AU  - Diato, Alelie B.
AU  - Di Paolo, Roberto
AU  - Drosinou, Marianna
AU  - Dulleck, Uwe
AU  - Ekmanis, Jānis
AU  - Ertan, Arhan S.
AU  - Etienne, Tom W.
AU  - Farhana, Hapsa Hossain
AU  - Farkhari, Fahima
AU  - Farmer, Harry
AU  - Fenwick, Ali
AU  - Fidanovski, Kristijan
AU  - Flew, Terry
AU  - Fraser, Shona
AU  - Frempong, Raymond Boadi
AU  - Fugelsang, Jonathan A.
AU  - Gale, Jessica
AU  - Garcia-Navarro, E. Begoña
AU  - Garladinne, Prasad
AU  - Ghajjou, Oussama
AU  - Gkinopoulos, Theofilos
AU  - Gray, Kurt
AU  - Griffin, Siobhán M.
AU  - Gronfeldt, Bjarki
AU  - Gümren, Mert
AU  - Gurung, Ranju Lama
AU  - Halperin, Eran
AU  - Harris, Elizabeth
AU  - Herzon, Volo
AU  - Hruška, Matej
AU  - Huang, Guanxiong
AU  - Hudecek, Matthias F. C.
AU  - Isler, Ozan
AU  - Jangard, Simon
AU  - Jørgensen, Frederik J.
AU  - Kachanoff, Frank
AU  - Kahn, John
AU  - Dangol, Apsara Katuwal
AU  - Keudel, Oleksandra
AU  - Koppel, Lina
AU  - Koverola, Mika
AU  - Kubin, Emily
AU  - Kunnari, Anton
AU  - Kutiyski, Yordan
AU  - Laguna, Oscar
AU  - Leota, Josh
AU  - Lermer, Eva
AU  - Levy, Jonathan
AU  - Levy, Neil
AU  - Li, Chunyun
AU  - Long, Elizabeth U.
AU  - Longoni, Chiara
AU  - Maglić, Marina
AU  - McCashin, Darragh
AU  - Metcalf, Alexander L.
AU  - Mikloušić, Igor
AU  - El Mimouni, Soulaimane
AU  - Miura, Asako
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  - Nesh-Nash, Tarik
AU  - Nitschke, Jonas P.
AU  - Nurse, Matthew S.
AU  - Ohtsubo, Yohsuke
AU  - Oldemburgo de Mello, Victoria
AU  - O’Madagain, Cathal
AU  - Onderco, Michal
AU  - Palacios-Galvez, M. Soledad
AU  - Palomäki, Jussi
AU  - Pan, Yafeng
AU  - Papp, Zsófia
AU  - Pärnamets, Philip
AU  - Paruzel-Czachura, Mariola
AU  - Pavlović, Zoran
AU  - Payán-Gómez, César
AU  - Perander, Silva
AU  - Pitman, Michael Mark
AU  - Prasad, Rajib
AU  - Pyrkosz-Pacyna, Joanna
AU  - Rathje, Steve
AU  - Raza, Ali
AU  - Rêgo, Gabriel G.
AU  - Rhee, Kasey
AU  - Robertson, Claire E.
AU  - Rodríguez-Pascual, Iván
AU  - Saikkonen, Teemu
AU  - Salvador-Ginez, Octavio
AU  - Sampaio, Waldir M.
AU  - Santi, Gaia C.
AU  - Santiago-Tovar, Natalia
AU  - Savage, David
AU  - Scheffer, Julian A.
AU  - Schönegger, Philipp
AU  - Schultner, David T.
AU  - Schutte, Enid M.
AU  - Scott, Andy
AU  - Sharma, Madhavi
AU  - Sharma, Pujan
AU  - Skali, Ahmed
AU  - Stadelmann, David
AU  - Stafford, Clara Alexandra
AU  - Stanojević, Dragan
AU  - Stefaniak, Anna
AU  - Sternisko, Anni
AU  - Stoica, Augustin
AU  - Stoyanova, Kristina K.
AU  - Strickland, Brent
AU  - Sundvall, Jukka
AU  - Thomas, Jeffrey P.
AU  - Tinghög, Gustav
AU  - Torgler, Benno
AU  - Traast, Iris J.
AU  - Tucciarelli, Raffaele
AU  - Tyrala, Michael
AU  - Ungson, Nick D.
AU  - Uysal, Mete S.
AU  - Van Lange, Paul A. M.
AU  - van Prooijen, Jan-Willem
AU  - van Rooy, Dirk
AU  - Västfjäll, Daniel
AU  - Verkoeijen, Peter
AU  - Vieira, Joana B.
AU  - von Sikorski, Christian
AU  - Walker, Alexander Cameron
AU  - Watermeyer, Jennifer
AU  - Wetter, Erik
AU  - Whillans, Ashley
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.
PY  - 2022
UR  - http://reff.f.bg.ac.rs/handle/123456789/3529
AB  - Changing collective behaviour and supporting non-pharmaceutical interventions is an
important component in mitigating virus transmission during a pandemic. In a large international collaboration (Study 1, N = 49,968 across 67 countries), we investigated selfreported factors associated with public health behaviours (e.g., spatial distancing and stricter
hygiene) and endorsed public policy interventions (e.g., closing bars and restaurants) during
the early stage of the COVID-19 pandemic (April-May 2020). Respondents who reported
identifying more strongly with their nation consistently reported greater engagement in
public health behaviours and support for public health policies. Results were similar for
representative and non-representative national samples. Study 2 (N = 42 countries) conceptually replicated the central finding using aggregate indices of national identity (obtained
using the World Values Survey) and a measure of actual behaviour change during the
pandemic (obtained from Google mobility reports). Higher levels of national identification
prior to the pandemic predicted lower mobility during the early stage of the pandemic
(r = −0.40). We discuss the potential implications of links between national identity, leadership, and public health for managing COVID-19 and future pandemics.
T2  - Nature Communications
T1  - National identity predicts public health support during a global pandemic
SP  - 517
VL  - 13
DO  - 10.1038/s41467-021-27668-9
ER  - 

@article{
author = "Van Bavel, Jay J. and Cichocka, Aleksandra and Capraro, Valerio and Sjåstad, Hallgeir and Nezlek, John B. and Pavlović, Tomislav and Alfano, Mark and Gelfand, Michele J. and Azevedo, Flavio and Birtel, Michèle D. and Cislak, Aleksandra and Lockwood, Patricia L. and Ross, Robert Malcolm and Abts, Koen and Agadullina, Elena and Aruta, John Jamir Benzon and Besharati, Sahba Nomvula and Bor, Alexander and Choma, Becky L. and Crabtree, Charles David and Cunningham, William A. and De, Koustav and Ejaz, Waqas and Elbaek, Christian T. and Findor, Andrej and Flichtentrei, Daniel and Franc, Renata and Gjoneska, Biljana and Gruber, June and Gualda, Estrella and Horiuchi, Yusaku and Huynh, Toan Luu Duc and Ibanez, Augustin and Imran, Mostak Ahamed and Israelashvili, Jacob and Jasko, Katarzyna and Kantorowicz, Jaroslaw and Kantorowicz-Reznichenko, Elena and Krouwel, André and Laakasuo, Michael and Lamm, Claus and Leygue, Caroline and Lin, Ming-Jen and Mansoor, Mohammad Sabbir and Marie, Antoine and Mayiwar, Lewend and Mazepus, Honorata and McHugh, Cillian and Minda, John Paul and Mitkidis, Panagiotis and Olsson, Andreas and Otterbring, Tobias and Packer, Dominic J. and Perry, Anat and Petersen, Michael Bang and Puthillam, Arathy and Riaño-Moreno, Julián C. and Rothmund, Tobias and Santamaría-García, Hernando and Schmid, Petra C. and Stoyanov, Drozdstoy and Tewari, Shruti and Todosijević, Bojan and Tsakiris, Manos and Tung, Hans H. and Umbreș, Radu G. and Vanags, Edmunds and Vlasceanu, Madalina and Vonasch, Andrew and Yucel, Meltem and Zhang, Yucheng and Abad, Mohcine and Adler, Eli and Akrawi, Narin and Mdarhri, Hamza Alaoui and Amara, Hanane and Amodio, David M. and Antazo, Benedict G. and Apps, Matthew and Ay, F. Ceren and Ba, Mouhamadou Hady and Barbosa, Sergio and Bastian, Brock and Berg, Anton and Bernal-Zárate, Maria P. and Bernstein, Michael and Białek, Michał and Bilancini, Ennio and Bogatyreva, Natalia and Boncinelli, Leonardo and Booth, Jonathan E. and Borau, Sylvie and Buchel, Ondrej and Cameron, C. Daryl and Carvalho, Chrissie F. 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 Andres and Crespi, Chiara and Crouzevialle, Marie and Cutler, Jo and Cypryańska, Marzena and Dabrowska, Justyna and Daniels, Michael A. and Davis, Victoria H. and Dayley, Pamala N. and Delouvee, Sylvain and Denkovski, Ognjan and Dezecache, Guillaume and Dhaliwal, Nathan A. and Diato, Alelie B. and Di Paolo, Roberto and Drosinou, Marianna and Dulleck, Uwe and Ekmanis, Jānis and Ertan, Arhan S. and Etienne, Tom W. and Farhana, Hapsa Hossain and Farkhari, Fahima and Farmer, Harry and Fenwick, Ali and Fidanovski, Kristijan and Flew, Terry and Fraser, Shona and Frempong, Raymond Boadi and Fugelsang, Jonathan A. and Gale, Jessica and Garcia-Navarro, E. Begoña and Garladinne, Prasad and Ghajjou, Oussama and Gkinopoulos, Theofilos and Gray, Kurt and Griffin, Siobhán M. and Gronfeldt, Bjarki and Gümren, Mert and Gurung, Ranju Lama and Halperin, Eran and Harris, Elizabeth and Herzon, Volo and Hruška, Matej and Huang, Guanxiong and Hudecek, Matthias F. C. and Isler, Ozan and Jangard, Simon and Jørgensen, Frederik J. and Kachanoff, Frank and Kahn, John and Dangol, Apsara Katuwal and Keudel, Oleksandra and Koppel, Lina and Koverola, Mika and Kubin, Emily and Kunnari, Anton and Kutiyski, Yordan and Laguna, Oscar and Leota, Josh and Lermer, Eva and Levy, Jonathan and Levy, Neil and Li, Chunyun and Long, Elizabeth U. and Longoni, Chiara and Maglić, Marina and McCashin, Darragh and Metcalf, Alexander L. and Mikloušić, Igor and El Mimouni, Soulaimane and Miura, Asako 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 Nesh-Nash, Tarik and Nitschke, Jonas P. and Nurse, Matthew S. and Ohtsubo, Yohsuke and Oldemburgo de Mello, Victoria and O’Madagain, Cathal and Onderco, Michal and Palacios-Galvez, M. Soledad and Palomäki, Jussi and Pan, Yafeng and Papp, Zsófia and Pärnamets, Philip and Paruzel-Czachura, Mariola and Pavlović, Zoran and Payán-Gómez, César and Perander, Silva and Pitman, Michael Mark and Prasad, Rajib and Pyrkosz-Pacyna, Joanna and Rathje, Steve and Raza, Ali and Rêgo, Gabriel G. and Rhee, Kasey and Robertson, Claire E. and Rodríguez-Pascual, Iván and Saikkonen, Teemu and Salvador-Ginez, Octavio and Sampaio, Waldir M. and Santi, Gaia C. and Santiago-Tovar, Natalia and Savage, David and Scheffer, Julian A. and Schönegger, Philipp and Schultner, David T. and Schutte, Enid M. and Scott, Andy and Sharma, Madhavi and Sharma, Pujan and Skali, Ahmed and Stadelmann, David and Stafford, Clara Alexandra and Stanojević, Dragan and Stefaniak, Anna and Sternisko, Anni and Stoica, Augustin and Stoyanova, Kristina K. and Strickland, Brent and Sundvall, Jukka and Thomas, Jeffrey P. and Tinghög, Gustav and Torgler, Benno and Traast, Iris J. and Tucciarelli, Raffaele and Tyrala, Michael and Ungson, Nick D. and Uysal, Mete S. and Van Lange, Paul A. M. and van Prooijen, Jan-Willem and van Rooy, Dirk and Västfjäll, Daniel and Verkoeijen, Peter and Vieira, Joana B. and von Sikorski, Christian and Walker, Alexander Cameron and Watermeyer, Jennifer and Wetter, Erik and Whillans, Ashley 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.",
year = "2022",
abstract = "Changing collective behaviour and supporting non-pharmaceutical interventions is an
important component in mitigating virus transmission during a pandemic. In a large international collaboration (Study 1, N = 49,968 across 67 countries), we investigated selfreported factors associated with public health behaviours (e.g., spatial distancing and stricter
hygiene) and endorsed public policy interventions (e.g., closing bars and restaurants) during
the early stage of the COVID-19 pandemic (April-May 2020). Respondents who reported
identifying more strongly with their nation consistently reported greater engagement in
public health behaviours and support for public health policies. Results were similar for
representative and non-representative national samples. Study 2 (N = 42 countries) conceptually replicated the central finding using aggregate indices of national identity (obtained
using the World Values Survey) and a measure of actual behaviour change during the
pandemic (obtained from Google mobility reports). Higher levels of national identification
prior to the pandemic predicted lower mobility during the early stage of the pandemic
(r = −0.40). We discuss the potential implications of links between national identity, leadership, and public health for managing COVID-19 and future pandemics.",
journal = "Nature Communications",
title = "National identity predicts public health support during a global pandemic",
pages = "517",
volume = "13",
doi = "10.1038/s41467-021-27668-9"
}

Van Bavel, J. J., Cichocka, A., Capraro, V., Sjåstad, H., Nezlek, J. B., Pavlović, T., Alfano, M., Gelfand, M. J., Azevedo, F., Birtel, M. D., Cislak, A., Lockwood, P. L., Ross, R. M., Abts, K., Agadullina, E., Aruta, J. J. B., Besharati, S. N., Bor, A., Choma, B. L., Crabtree, C. D., Cunningham, W. A., De, K., Ejaz, W., Elbaek, C. T., Findor, A., Flichtentrei, D., Franc, R., Gjoneska, B., Gruber, J., Gualda, E., Horiuchi, Y., Huynh, T. L. D., Ibanez, A., Imran, M. A., Israelashvili, J., Jasko, K., Kantorowicz, J., Kantorowicz-Reznichenko, E., Krouwel, A., Laakasuo, M., Lamm, C., Leygue, C., Lin, M., Mansoor, M. S., Marie, A., Mayiwar, L., Mazepus, H., McHugh, C., Minda, J. P., Mitkidis, P., Olsson, A., Otterbring, T., Packer, D. J., Perry, A., Petersen, M. B., Puthillam, A., Riaño-Moreno, J. C., Rothmund, T., Santamaría-García, H., Schmid, P. C., Stoyanov, D., Tewari, S., Todosijević, B., Tsakiris, M., Tung, H. H., Umbreș, R. G., Vanags, E., Vlasceanu, M., Vonasch, A., Yucel, M., Zhang, Y., Abad, M., Adler, E., Akrawi, N., Mdarhri, H. A., Amara, H., Amodio, D. M., Antazo, B. G., Apps, M., Ay, F. C., Ba, M. H., Barbosa, S., Bastian, B., Berg, A., Bernal-Zárate, M. P., Bernstein, M., Białek, M., Bilancini, E., Bogatyreva, N., Boncinelli, L., Booth, J. E., Borau, S., Buchel, O., Cameron, C. D., 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., Daniels, M. A., Davis, V. H., Dayley, P. N., Delouvee, S., Denkovski, O., Dezecache, G., Dhaliwal, N. A., Diato, A. B., Di Paolo, R., Drosinou, M., Dulleck, U., Ekmanis, J., Ertan, A. S., Etienne, T. W., Farhana, H. H., Farkhari, F., Farmer, H., Fenwick, A., Fidanovski, K., Flew, T., Fraser, S., Frempong, R. B., Fugelsang, J. A., Gale, J., Garcia-Navarro, E. B., Garladinne, P., Ghajjou, O., Gkinopoulos, T., Gray, K., Griffin, S. M., Gronfeldt, B., Gümren, M., Gurung, R. L., Halperin, E., Harris, E., Herzon, V., Hruška, M., Huang, G., Hudecek, M. F. C., Isler, O., Jangard, S., Jørgensen, F. J., Kachanoff, F., Kahn, J., Dangol, A. K., Keudel, O., Koppel, L., Koverola, M., Kubin, E., Kunnari, A., Kutiyski, Y., Laguna, O., Leota, J., Lermer, E., Levy, J., Levy, N., Li, C., Long, E. U., Longoni, C., Maglić, M., McCashin, D., Metcalf, A. L., Mikloušić, I., El Mimouni, S., Miura, A., Molina-Paredes, J., Monroy-Fonseca, C., Morales-Marente, E., Moreau, D., Muda, R., Myer, A., Nash, K., Nesh-Nash, T., Nitschke, J. P., Nurse, M. S., Ohtsubo, Y., Oldemburgo de Mello, V., O’Madagain, C., Onderco, M., Palacios-Galvez, M. S., Palomäki, J., Pan, Y., Papp, Z., Pärnamets, P., Paruzel-Czachura, M., Pavlović, Z., Payán-Gómez, C., Perander, S., Pitman, M. M., Prasad, R., Pyrkosz-Pacyna, J., Rathje, S., Raza, A., Rêgo, G. G., Rhee, K., Robertson, C. E., Rodríguez-Pascual, I., Saikkonen, T., Salvador-Ginez, O., Sampaio, W. M., Santi, G. C., Santiago-Tovar, N., Savage, D., Scheffer, J. A., Schönegger, P., Schultner, D. T., Schutte, E. M., Scott, A., Sharma, M., Sharma, P., Skali, A., Stadelmann, D., Stafford, C. A., Stanojević, D., Stefaniak, A., Sternisko, A., Stoica, A., Stoyanova, K. K., Strickland, B., Sundvall, J., Thomas, J. P., Tinghög, G., Torgler, B., Traast, I. J., Tucciarelli, R., Tyrala, M., Ungson, N. D., Uysal, M. S., Van Lange, P. A. M., van Prooijen, J., van Rooy, D., Västfjäll, D., Verkoeijen, P., Vieira, J. B., von Sikorski, C., Walker, A. C., Watermeyer, J., Wetter, E., Whillans, A., 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.. (2022). National identity predicts public health support during a global pandemic. in Nature Communications, 13, 517.
https://doi.org/10.1038/s41467-021-27668-9

Van Bavel JJ, Cichocka A, Capraro V, Sjåstad H, Nezlek JB, Pavlović T, Alfano M, Gelfand MJ, Azevedo F, Birtel MD, Cislak A, Lockwood PL, Ross RM, Abts K, Agadullina E, Aruta JJB, Besharati SN, Bor A, Choma BL, Crabtree CD, Cunningham WA, De K, Ejaz W, Elbaek CT, Findor A, Flichtentrei D, Franc R, Gjoneska B, Gruber J, Gualda E, Horiuchi Y, Huynh TLD, Ibanez A, Imran MA, Israelashvili J, Jasko K, Kantorowicz J, Kantorowicz-Reznichenko E, Krouwel A, Laakasuo M, Lamm C, Leygue C, Lin M, Mansoor MS, Marie A, Mayiwar L, Mazepus H, McHugh C, Minda JP, Mitkidis P, Olsson A, Otterbring T, Packer DJ, Perry A, Petersen MB, Puthillam A, Riaño-Moreno JC, Rothmund T, Santamaría-García H, Schmid PC, Stoyanov D, Tewari S, Todosijević B, Tsakiris M, Tung HH, Umbreș RG, Vanags E, Vlasceanu M, Vonasch A, Yucel M, Zhang Y, Abad M, Adler E, Akrawi N, Mdarhri HA, Amara H, Amodio DM, Antazo BG, Apps M, Ay FC, Ba MH, Barbosa S, Bastian B, Berg A, Bernal-Zárate MP, Bernstein M, Białek M, Bilancini E, Bogatyreva N, Boncinelli L, Booth JE, Borau S, Buchel O, Cameron CD, 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, Daniels MA, Davis VH, Dayley PN, Delouvee S, Denkovski O, Dezecache G, Dhaliwal NA, Diato AB, Di Paolo R, Drosinou M, Dulleck U, Ekmanis J, Ertan AS, Etienne TW, Farhana HH, Farkhari F, Farmer H, Fenwick A, Fidanovski K, Flew T, Fraser S, Frempong RB, Fugelsang JA, Gale J, Garcia-Navarro EB, Garladinne P, Ghajjou O, Gkinopoulos T, Gray K, Griffin SM, Gronfeldt B, Gümren M, Gurung RL, Halperin E, Harris E, Herzon V, Hruška M, Huang G, Hudecek MFC, Isler O, Jangard S, Jørgensen FJ, Kachanoff F, Kahn J, Dangol AK, Keudel O, Koppel L, Koverola M, Kubin E, Kunnari A, Kutiyski Y, Laguna O, Leota J, Lermer E, Levy J, Levy N, Li C, Long EU, Longoni C, Maglić M, McCashin D, Metcalf AL, Mikloušić I, El Mimouni S, Miura A, Molina-Paredes J, Monroy-Fonseca C, Morales-Marente E, Moreau D, Muda R, Myer A, Nash K, Nesh-Nash T, Nitschke JP, Nurse MS, Ohtsubo Y, Oldemburgo de Mello V, O’Madagain C, Onderco M, Palacios-Galvez MS, Palomäki J, Pan Y, Papp Z, Pärnamets P, Paruzel-Czachura M, Pavlović Z, Payán-Gómez C, Perander S, Pitman MM, Prasad R, Pyrkosz-Pacyna J, Rathje S, Raza A, Rêgo GG, Rhee K, Robertson CE, Rodríguez-Pascual I, Saikkonen T, Salvador-Ginez O, Sampaio WM, Santi GC, Santiago-Tovar N, Savage D, Scheffer JA, Schönegger P, Schultner DT, Schutte EM, Scott A, Sharma M, Sharma P, Skali A, Stadelmann D, Stafford CA, Stanojević D, Stefaniak A, Sternisko A, Stoica A, Stoyanova KK, Strickland B, Sundvall J, Thomas JP, Tinghög G, Torgler B, Traast IJ, Tucciarelli R, Tyrala M, Ungson ND, Uysal MS, Van Lange PAM, van Prooijen J, van Rooy D, Västfjäll D, Verkoeijen P, Vieira JB, von Sikorski C, Walker AC, Watermeyer J, Wetter E, Whillans A, Willardt R, Wohl MJA, Wójcik AD, Wu K, Yamada Y, Yilmaz O, Yogeeswaran K, Ziemer C, Zwaan RA, Boggio PS. National identity predicts public health support during a global pandemic. in Nature Communications. 2022;13:517.
doi:10.1038/s41467-021-27668-9 .

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., "National identity predicts public health support during a global pandemic" in Nature Communications, 13 (2022):517,
https://doi.org/10.1038/s41467-021-27668-9 . .

TY  - 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 . .