TY  - JOUR
AU  - Bago, Bence
AU  - Kovacs, Marton
AU  - Protzko, John
AU  - Nagy, Tamas
AU  - Kekecs, Zoltan
AU  - Palfi, Bence
AU  - Adamkovic, Matus
AU  - Adamus, Sylwia
AU  - Albalooshi, Sumaya
AU  - Albayrak-Aydemir, Nihan
AU  - Alfian, Ilham N.
AU  - Alper, Sinan
AU  - Alvarez-Solas, Sara
AU  - Alves, Sara G.
AU  - Amaya, Santiago
AU  - Andresen, Pia K.
AU  - Anjum, Gulnaz
AU  - Ansari, Daniel
AU  - Arriaga, Patrícia
AU  - Aruta, John Jamir Benzon R.
AU  - Arvanitis, Alexios
AU  - Babincak, Peter
AU  - Barzykowski, Krystian
AU  - Bashour, Bana
AU  - Baskin, Ernest
AU  - Batalha, Luisa
AU  - Batres, Carlota
AU  - Bavolar, Jozef
AU  - Bayrak, Fatih
AU  - Becker, Benjamin
AU  - Becker, Maja
AU  - Belaus, Anabel
AU  - Białek, Michał
AU  - Bilancini, Ennio
AU  - Boller, Daniel
AU  - Boncinelli, Leonardo
AU  - Boudesseul, Jordane
AU  - Brown, Benjamin T.
AU  - Buchanan, Erin M.
AU  - Butt, Muhammad M.
AU  - Calvillo, Dustin P.
AU  - Carnes, Nate C.
AU  - Celniker, Jared B.
AU  - Chartier, Christopher R.
AU  - Chopik, William J.
AU  - Chotikavan, Poom
AU  - Chuan-Peng, Hu
AU  - Clancy, Rockwell F.
AU  - Çoker, Ogeday
AU  - Correia, Rita C.
AU  - Adoric, Vera Cubela
AU  - Cubillas, Carmelo P.
AU  - Czoschke, Stefan
AU  - Daryani, Yalda
AU  - de Grefte, Job A. M.
AU  - de Vries, Wieteke C.
AU  - Burak, Elif G. Demirag
AU  - Dias, Carina
AU  - Dixson, Barnaby J. W.
AU  - Du, Xinkai
AU  - Dumančić, Francesca
AU  - Dumbravă, Andrei
AU  - Dutra, Natalia B.
AU  - Enachescu, Janina
AU  - Esteban-Serna, Celia
AU  - Eudave, Luis
AU  - Evans, Thomas R.
AU  - Feldman, Gilad
AU  - Felisberti, Fatima M.
AU  - Fiedler, Susann
AU  - Findor, Andrej
AU  - Fleischmann, Alexandra
AU  - Foroni, Francesco
AU  - Francová, Radka
AU  - Frank, Darius-Aurel
AU  - Fu, Cynthia H. Y.
AU  - Gao, Shan
AU  - Ghasemi, Omid
AU  - Ghazi-Noori, Ali-Reza
AU  - Ghossainy, Maliki E.
AU  - Giammusso, Isabella
AU  - Gill, Tripat
AU  - Gjoneska, Biljana
AU  - Gollwitzer, Mario
AU  - Graton, Aurélien
AU  - Grinberg, Maurice
AU  - Groyecka-Bernard, Agata
AU  - Harris, Elizabeth A.
AU  - Hartanto, Andree
AU  - Hassan, Widad A. N. M.
AU  - Hatami, Javad
AU  - Heimark, Katrina R.
AU  - Hidding, Jasper J. J.
AU  - Hristova, Evgeniya
AU  - Hruška, Matej
AU  - Hudson, Charlotte A.
AU  - Huskey, Richard
AU  - Ikeda, Ayumi
AU  - Inbar, Yoel
AU  - Ingram, Gordon P. D.
AU  - Isler, Ozan
AU  - Isloi, Chris
AU  - Iyer, Aishwarya
AU  - Jaeger, Bastian
AU  - Janssen, Steve M. J.
AU  - Jiménez-Leal, William
AU  - Jokić, Biljana
AU  - Kačmár, Pavol
AU  - Kadreva, Veselina
AU  - Kaminski, Gwenaël
AU  - Karimi-Malekabadi, Farzan
AU  - Kasper, Arno T. A.
AU  - Kendrick, Keith M.
AU  - Kennedy, Bradley J.
AU  - Kocalar, Halil E.
AU  - Kodapanakkal, Rabia I.
AU  - Kowal, Marta
AU  - Kruse, Elliott
AU  - Kučerová, Lenka
AU  - Kühberger, Anton
AU  - Kuzminska, Anna O.
AU  - Lalot, Fanny
AU  - Lamm, Claus
AU  - Lammers, Joris
AU  - Lange, Elke B.
AU  - Lantian, Anthony
AU  - Lau, Ivy Y.-M.
AU  - Lazarevic, Ljiljana B.
AU  - Leliveld, Marijke C.
AU  - Lenz, Jennifer N.
AU  - Levitan, Carmel A.
AU  - Lewis, Savannah C.
AU  - Li, Manyu
AU  - Li, Yansong
AU  - Li, Haozheng
AU  - Lima, Tiago J. S.
AU  - Lins, Samuel
AU  - Liuzza, Marco Tullio
AU  - Lopes, Paula
AU  - Lu, Jackson G.
AU  - Lynds, Trent
AU  - Máčel, Martin
AU  - Mackinnon, Sean P.
AU  - Maganti, Madhavilatha
AU  - Magraw-Mickelson, Zoe
AU  - Magson, Leon F.
AU  - Manley, Harry
AU  - Marcu, Gabriela M.
AU  - Seršić, Darja Masli
AU  - Matibag, Celine-Justine
AU  - Mattiassi, Alan D. A.
AU  - Mazidi, Mahdi
AU  - McFall, Joseph P.
AU  - McLatchie, Neil
AU  - Mensink, Michael C.
AU  - Miketta, Lena
AU  - Milfont, Taciano L.
AU  - Mirisola, Alberto
AU  - Misiak, Michal
AU  - Mitkidis, Panagiotis
AU  - Moeini-Jazani, Mehrad
AU  - Monajem, Arash
AU  - Moreau, David
AU  - Musser, Erica D.
AU  - Narhetali, Erita
AU  - Ochoa, Danielle P.
AU  - Olsen, Jerome
AU  - Owsley, Nicholas C.
AU  - Özdoğru, Asil A.
AU  - Panning, Miriam
AU  - Papadatou-Pastou, Marietta
AU  - Parashar, Neha
AU  - Pärnamets, Philip
AU  - Paruzel-Czachura, Mariola
AU  - Parzuchowski, Michal
AU  - Paterlini, Julia V.
AU  - Pavlacic, Jeffrey M.
AU  - Peker, Mehmet
AU  - Peters, Kim
AU  - Piatnitckaia, Liudmila
AU  - Pinto, Isabel
AU  - Policarpio, Monica Renee
AU  - Pop-Jordanova, Nada
AU  - Pratama, Annas J.
AU  - Primbs, Maximilian A.
AU  - Pronizius, Ekaterina
AU  - Purić, Danka
AU  - Puvia, Elisa
AU  - Qamari, Vahid
AU  - Qian, Kun
AU  - Quiamzade, Alain
AU  - Ráczová, Beáta
AU  - Reinero, Diego A.
AU  - Reips, Ulf-Dietrich
AU  - Reyna, Cecilia
AU  - Reynolds, Kimberly
AU  - Ribeiro, Matheus F. F.
AU  - Röer, Jan P.
AU  - Ross, Robert M.
AU  - Roussos, Petros
AU  - Ruiz-Dodobara, Fernando
AU  - Ruiz-Fernandez, Susana
AU  - Rutjens, Bastiaan T.
AU  - Rybus, Katarzyna
AU  - Samekin, Adil
AU  - Santos, Anabela C.
AU  - Say, Nicolas
AU  - Schild, Christoph
AU  - Schmidt, Kathleen
AU  - Ścigała, Karolina A.
AU  - Sharifian, MohammadHasan
AU  - Shi, Jiaxin
AU  - Shi, Yaoxi
AU  - Sievers, Erin
AU  - Sirota, Miroslav
AU  - Slipenkyj, Michael
AU  - Solak, Çağlar
AU  - Sorokowska, Agnieszka
AU  - Sorokowski, Piotr
AU  - Söylemez, Sinem
AU  - Steffens, Niklas K.
AU  - Stephen, Ian D.
AU  - Sternisko, Anni
AU  - Stevens-Wilson, Laura
AU  - Stewart, Suzanne L. K.
AU  - Stieger, Stefan
AU  - Storage, Daniel
AU  - Strube, Justine
AU  - Susa, Kyle J.
AU  - Szekely-Copîndean, Raluca D.
AU  - Szostak, Natalia M.
AU  - Takwin, Bagus
AU  - Tatachari, Srinivasan
AU  - Thomas, Andrew G.
AU  - Tiede, Kevin E.
AU  - Tiong, Lucas E.
AU  - Tonković, Mirjana
AU  - Trémolière, Bastien
AU  - Tunstead, Lauren V.
AU  - Türkan, Belgüzar N.
AU  - Twardawski, Mathias
AU  - Vadillo, Miguel A.
AU  - Vally, Zahir
AU  - Vaughn, Leigh Ann
AU  - Verschuere, Bruno
AU  - Vlašiček, Denis
AU  - Voracek, Martin
AU  - Vranka, Marek A.
AU  - Wang, Shuzhen
AU  - West, Skye-Loren
AU  - Whyte, Stephen
AU  - Wilton, Leigh S.
AU  - Wlodarczyk, Anna
AU  - Wu, Xue
AU  - Xin, Fei
AU  - Yadanar, Su
AU  - Yama, Hiroshi
AU  - Yamada, Yuki
AU  - Yilmaz, Onurcan
AU  - Yoon, Sangsuk
AU  - Young, Danielle M.
AU  - Zakharov, Ilya
AU  - Zein, Rizqy A.
AU  - Zettler, Ingo
AU  - Žeželj, Iris L.
AU  - Zhang, Don C.
AU  - Zhang, Jin
AU  - Zheng, Xiaoxiao
AU  - Hoekstra, Rink
AU  - Aczel, Balazs
PY  - 2022
UR  - http://reff.f.bg.ac.rs/handle/123456789/5005
AB  - The study of moral judgements often centres on moral dilemmas in which options consistent with deontological perspectives (that is, emphasizing rules, individual rights and duties) are in conflict with options consistent with utilitarian judgements (that is, following the greater good based on consequences). Greene et al. (2009) showed that psychological and situational factors (for example, the intent of the agent or the presence of physical contact between the agent and the victim) can play an important role in moral dilemma judgements (for example, the trolley problem). Our knowledge is limited concerning both the universality of these effects outside the United States and the impact of culture on the situational and psychological factors affecting moral judgements. Thus, we empirically tested the universality of the effects of intent and personal force on moral dilemma judgements by replicating the experiments of Greene et al. in 45 countries from all inhabited continents. We found that personal force and its interaction with intention exert influence on moral judgements in the US and Western cultural clusters, replicating and expanding the original findings. Moreover, the personal force effect was present in all cultural clusters, suggesting it is culturally universal. The evidence for the cultural universality of the interaction effect was inconclusive in the Eastern and Southern cultural clusters (depending on exclusion criteria). We found no strong association between collectivism/individualism and moral dilemma judgements.
PB  - Springer Science and Business Media LLC
T2  - Nature Human Behaviour
T1  - Situational factors shape moral judgements in the trolley dilemma in Eastern, Southern and Western countries in a culturally diverse sample
EP  - 895
IS  - 6
SP  - 880
VL  - 6
DO  - 10.1038/s41562-022-01319-5
ER  - 

@article{
author = "Bago, Bence and Kovacs, Marton and Protzko, John and Nagy, Tamas and Kekecs, Zoltan and Palfi, Bence and Adamkovic, Matus and Adamus, Sylwia and Albalooshi, Sumaya and Albayrak-Aydemir, Nihan and Alfian, Ilham N. and Alper, Sinan and Alvarez-Solas, Sara and Alves, Sara G. and Amaya, Santiago and Andresen, Pia K. and Anjum, Gulnaz and Ansari, Daniel and Arriaga, Patrícia and Aruta, John Jamir Benzon R. and Arvanitis, Alexios and Babincak, Peter and Barzykowski, Krystian and Bashour, Bana and Baskin, Ernest and Batalha, Luisa and Batres, Carlota and Bavolar, Jozef and Bayrak, Fatih and Becker, Benjamin and Becker, Maja and Belaus, Anabel and Białek, Michał and Bilancini, Ennio and Boller, Daniel and Boncinelli, Leonardo and Boudesseul, Jordane and Brown, Benjamin T. and Buchanan, Erin M. and Butt, Muhammad M. and Calvillo, Dustin P. and Carnes, Nate C. and Celniker, Jared B. and Chartier, Christopher R. and Chopik, William J. and Chotikavan, Poom and Chuan-Peng, Hu and Clancy, Rockwell F. and Çoker, Ogeday and Correia, Rita C. and Adoric, Vera Cubela and Cubillas, Carmelo P. and Czoschke, Stefan and Daryani, Yalda and de Grefte, Job A. M. and de Vries, Wieteke C. and Burak, Elif G. Demirag and Dias, Carina and Dixson, Barnaby J. W. and Du, Xinkai and Dumančić, Francesca and Dumbravă, Andrei and Dutra, Natalia B. and Enachescu, Janina and Esteban-Serna, Celia and Eudave, Luis and Evans, Thomas R. and Feldman, Gilad and Felisberti, Fatima M. and Fiedler, Susann and Findor, Andrej and Fleischmann, Alexandra and Foroni, Francesco and Francová, Radka and Frank, Darius-Aurel and Fu, Cynthia H. Y. and Gao, Shan and Ghasemi, Omid and Ghazi-Noori, Ali-Reza and Ghossainy, Maliki E. and Giammusso, Isabella and Gill, Tripat and Gjoneska, Biljana and Gollwitzer, Mario and Graton, Aurélien and Grinberg, Maurice and Groyecka-Bernard, Agata and Harris, Elizabeth A. and Hartanto, Andree and Hassan, Widad A. N. M. and Hatami, Javad and Heimark, Katrina R. and Hidding, Jasper J. J. and Hristova, Evgeniya and Hruška, Matej and Hudson, Charlotte A. and Huskey, Richard and Ikeda, Ayumi and Inbar, Yoel and Ingram, Gordon P. D. and Isler, Ozan and Isloi, Chris and Iyer, Aishwarya and Jaeger, Bastian and Janssen, Steve M. J. and Jiménez-Leal, William and Jokić, Biljana and Kačmár, Pavol and Kadreva, Veselina and Kaminski, Gwenaël and Karimi-Malekabadi, Farzan and Kasper, Arno T. A. and Kendrick, Keith M. and Kennedy, Bradley J. and Kocalar, Halil E. and Kodapanakkal, Rabia I. and Kowal, Marta and Kruse, Elliott and Kučerová, Lenka and Kühberger, Anton and Kuzminska, Anna O. and Lalot, Fanny and Lamm, Claus and Lammers, Joris and Lange, Elke B. and Lantian, Anthony and Lau, Ivy Y.-M. and Lazarevic, Ljiljana B. and Leliveld, Marijke C. and Lenz, Jennifer N. and Levitan, Carmel A. and Lewis, Savannah C. and Li, Manyu and Li, Yansong and Li, Haozheng and Lima, Tiago J. S. and Lins, Samuel and Liuzza, Marco Tullio and Lopes, Paula and Lu, Jackson G. and Lynds, Trent and Máčel, Martin and Mackinnon, Sean P. and Maganti, Madhavilatha and Magraw-Mickelson, Zoe and Magson, Leon F. and Manley, Harry and Marcu, Gabriela M. and Seršić, Darja Masli and Matibag, Celine-Justine and Mattiassi, Alan D. A. and Mazidi, Mahdi and McFall, Joseph P. and McLatchie, Neil and Mensink, Michael C. and Miketta, Lena and Milfont, Taciano L. and Mirisola, Alberto and Misiak, Michal and Mitkidis, Panagiotis and Moeini-Jazani, Mehrad and Monajem, Arash and Moreau, David and Musser, Erica D. and Narhetali, Erita and Ochoa, Danielle P. and Olsen, Jerome and Owsley, Nicholas C. and Özdoğru, Asil A. and Panning, Miriam and Papadatou-Pastou, Marietta and Parashar, Neha and Pärnamets, Philip and Paruzel-Czachura, Mariola and Parzuchowski, Michal and Paterlini, Julia V. and Pavlacic, Jeffrey M. and Peker, Mehmet and Peters, Kim and Piatnitckaia, Liudmila and Pinto, Isabel and Policarpio, Monica Renee and Pop-Jordanova, Nada and Pratama, Annas J. and Primbs, Maximilian A. and Pronizius, Ekaterina and Purić, Danka and Puvia, Elisa and Qamari, Vahid and Qian, Kun and Quiamzade, Alain and Ráczová, Beáta and Reinero, Diego A. and Reips, Ulf-Dietrich and Reyna, Cecilia and Reynolds, Kimberly and Ribeiro, Matheus F. F. and Röer, Jan P. and Ross, Robert M. and Roussos, Petros and Ruiz-Dodobara, Fernando and Ruiz-Fernandez, Susana and Rutjens, Bastiaan T. and Rybus, Katarzyna and Samekin, Adil and Santos, Anabela C. and Say, Nicolas and Schild, Christoph and Schmidt, Kathleen and Ścigała, Karolina A. and Sharifian, MohammadHasan and Shi, Jiaxin and Shi, Yaoxi and Sievers, Erin and Sirota, Miroslav and Slipenkyj, Michael and Solak, Çağlar and Sorokowska, Agnieszka and Sorokowski, Piotr and Söylemez, Sinem and Steffens, Niklas K. and Stephen, Ian D. and Sternisko, Anni and Stevens-Wilson, Laura and Stewart, Suzanne L. K. and Stieger, Stefan and Storage, Daniel and Strube, Justine and Susa, Kyle J. and Szekely-Copîndean, Raluca D. and Szostak, Natalia M. and Takwin, Bagus and Tatachari, Srinivasan and Thomas, Andrew G. and Tiede, Kevin E. and Tiong, Lucas E. and Tonković, Mirjana and Trémolière, Bastien and Tunstead, Lauren V. and Türkan, Belgüzar N. and Twardawski, Mathias and Vadillo, Miguel A. and Vally, Zahir and Vaughn, Leigh Ann and Verschuere, Bruno and Vlašiček, Denis and Voracek, Martin and Vranka, Marek A. and Wang, Shuzhen and West, Skye-Loren and Whyte, Stephen and Wilton, Leigh S. and Wlodarczyk, Anna and Wu, Xue and Xin, Fei and Yadanar, Su and Yama, Hiroshi and Yamada, Yuki and Yilmaz, Onurcan and Yoon, Sangsuk and Young, Danielle M. and Zakharov, Ilya and Zein, Rizqy A. and Zettler, Ingo and Žeželj, Iris L. and Zhang, Don C. and Zhang, Jin and Zheng, Xiaoxiao and Hoekstra, Rink and Aczel, Balazs",
year = "2022",
abstract = "The study of moral judgements often centres on moral dilemmas in which options consistent with deontological perspectives (that is, emphasizing rules, individual rights and duties) are in conflict with options consistent with utilitarian judgements (that is, following the greater good based on consequences). Greene et al. (2009) showed that psychological and situational factors (for example, the intent of the agent or the presence of physical contact between the agent and the victim) can play an important role in moral dilemma judgements (for example, the trolley problem). Our knowledge is limited concerning both the universality of these effects outside the United States and the impact of culture on the situational and psychological factors affecting moral judgements. Thus, we empirically tested the universality of the effects of intent and personal force on moral dilemma judgements by replicating the experiments of Greene et al. in 45 countries from all inhabited continents. We found that personal force and its interaction with intention exert influence on moral judgements in the US and Western cultural clusters, replicating and expanding the original findings. Moreover, the personal force effect was present in all cultural clusters, suggesting it is culturally universal. The evidence for the cultural universality of the interaction effect was inconclusive in the Eastern and Southern cultural clusters (depending on exclusion criteria). We found no strong association between collectivism/individualism and moral dilemma judgements.",
publisher = "Springer Science and Business Media LLC",
journal = "Nature Human Behaviour",
title = "Situational factors shape moral judgements in the trolley dilemma in Eastern, Southern and Western countries in a culturally diverse sample",
pages = "895-880",
number = "6",
volume = "6",
doi = "10.1038/s41562-022-01319-5"
}

Bago, B., Kovacs, M., Protzko, J., Nagy, T., Kekecs, Z., Palfi, B., Adamkovic, M., Adamus, S., Albalooshi, S., Albayrak-Aydemir, N., Alfian, I. N., Alper, S., Alvarez-Solas, S., Alves, S. G., Amaya, S., Andresen, P. K., Anjum, G., Ansari, D., Arriaga, P., Aruta, J. J. B. R., Arvanitis, A., Babincak, P., Barzykowski, K., Bashour, B., Baskin, E., Batalha, L., Batres, C., Bavolar, J., Bayrak, F., Becker, B., Becker, M., Belaus, A., Białek, M., Bilancini, E., Boller, D., Boncinelli, L., Boudesseul, J., Brown, B. T., Buchanan, E. M., Butt, M. M., Calvillo, D. P., Carnes, N. C., Celniker, J. B., Chartier, C. R., Chopik, W. J., Chotikavan, P., Chuan-Peng, H., Clancy, R. F., Çoker, O., Correia, R. C., Adoric, V. C., Cubillas, C. P., Czoschke, S., Daryani, Y., de Grefte, J. A. M., de Vries, W. C., Burak, E. G. D., Dias, C., Dixson, B. J. W., Du, X., Dumančić, F., Dumbravă, A., Dutra, N. B., Enachescu, J., Esteban-Serna, C., Eudave, L., Evans, T. R., Feldman, G., Felisberti, F. M., Fiedler, S., Findor, A., Fleischmann, A., Foroni, F., Francová, R., Frank, D., Fu, C. H. Y., Gao, S., Ghasemi, O., Ghazi-Noori, A., Ghossainy, M. E., Giammusso, I., Gill, T., Gjoneska, B., Gollwitzer, M., Graton, A., Grinberg, M., Groyecka-Bernard, A., Harris, E. A., Hartanto, A., Hassan, W. A. N. M., Hatami, J., Heimark, K. R., Hidding, J. J. J., Hristova, E., Hruška, M., Hudson, C. A., Huskey, R., Ikeda, A., Inbar, Y., Ingram, G. P. D., Isler, O., Isloi, C., Iyer, A., Jaeger, B., Janssen, S. M. J., Jiménez-Leal, W., Jokić, B., Kačmár, P., Kadreva, V., Kaminski, G., Karimi-Malekabadi, F., Kasper, A. T. A., Kendrick, K. M., Kennedy, B. J., Kocalar, H. E., Kodapanakkal, R. I., Kowal, M., Kruse, E., Kučerová, L., Kühberger, A., Kuzminska, A. O., Lalot, F., Lamm, C., Lammers, J., Lange, E. B., Lantian, A., Lau, I. Y.-M., Lazarevic, L. B., Leliveld, M. C., Lenz, J. N., Levitan, C. A., Lewis, S. C., Li, M., Li, Y., Li, H., Lima, T. J. S., Lins, S., Liuzza, M. T., Lopes, P., Lu, J. G., Lynds, T., Máčel, M., Mackinnon, S. P., Maganti, M., Magraw-Mickelson, Z., Magson, L. F., Manley, H., Marcu, G. M., Seršić, D. M., Matibag, C., Mattiassi, A. D. A., Mazidi, M., McFall, J. P., McLatchie, N., Mensink, M. C., Miketta, L., Milfont, T. L., Mirisola, A., Misiak, M., Mitkidis, P., Moeini-Jazani, M., Monajem, A., Moreau, D., Musser, E. D., Narhetali, E., Ochoa, D. P., Olsen, J., Owsley, N. C., Özdoğru, A. A., Panning, M., Papadatou-Pastou, M., Parashar, N., Pärnamets, P., Paruzel-Czachura, M., Parzuchowski, M., Paterlini, J. V., Pavlacic, J. M., Peker, M., Peters, K., Piatnitckaia, L., Pinto, I., Policarpio, M. R., Pop-Jordanova, N., Pratama, A. J., Primbs, M. A., Pronizius, E., Purić, D., Puvia, E., Qamari, V., Qian, K., Quiamzade, A., Ráczová, B., Reinero, D. A., Reips, U., Reyna, C., Reynolds, K., Ribeiro, M. F. F., Röer, J. P., Ross, R. M., Roussos, P., Ruiz-Dodobara, F., Ruiz-Fernandez, S., Rutjens, B. T., Rybus, K., Samekin, A., Santos, A. C., Say, N., Schild, C., Schmidt, K., Ścigała, K. A., Sharifian, M., Shi, J., Shi, Y., Sievers, E., Sirota, M., Slipenkyj, M., Solak, Ç., Sorokowska, A., Sorokowski, P., Söylemez, S., Steffens, N. K., Stephen, I. D., Sternisko, A., Stevens-Wilson, L., Stewart, S. L. K., Stieger, S., Storage, D., Strube, J., Susa, K. J., Szekely-Copîndean, R. D., Szostak, N. M., Takwin, B., Tatachari, S., Thomas, A. G., Tiede, K. E., Tiong, L. E., Tonković, M., Trémolière, B., Tunstead, L. V., Türkan, B. N., Twardawski, M., Vadillo, M. A., Vally, Z., Vaughn, L. A., Verschuere, B., Vlašiček, D., Voracek, M., Vranka, M. A., Wang, S., West, S., Whyte, S., Wilton, L. S., Wlodarczyk, A., Wu, X., Xin, F., Yadanar, S., Yama, H., Yamada, Y., Yilmaz, O., Yoon, S., Young, D. M., Zakharov, I., Zein, R. A., Zettler, I., Žeželj, I. L., Zhang, D. C., Zhang, J., Zheng, X., Hoekstra, R.,& Aczel, B.. (2022). Situational factors shape moral judgements in the trolley dilemma in Eastern, Southern and Western countries in a culturally diverse sample. in Nature Human Behaviour
Springer Science and Business Media LLC., 6(6), 880-895.
https://doi.org/10.1038/s41562-022-01319-5

Bago B, Kovacs M, Protzko J, Nagy T, Kekecs Z, Palfi B, Adamkovic M, Adamus S, Albalooshi S, Albayrak-Aydemir N, Alfian IN, Alper S, Alvarez-Solas S, Alves SG, Amaya S, Andresen PK, Anjum G, Ansari D, Arriaga P, Aruta JJBR, Arvanitis A, Babincak P, Barzykowski K, Bashour B, Baskin E, Batalha L, Batres C, Bavolar J, Bayrak F, Becker B, Becker M, Belaus A, Białek M, Bilancini E, Boller D, Boncinelli L, Boudesseul J, Brown BT, Buchanan EM, Butt MM, Calvillo DP, Carnes NC, Celniker JB, Chartier CR, Chopik WJ, Chotikavan P, Chuan-Peng H, Clancy RF, Çoker O, Correia RC, Adoric VC, Cubillas CP, Czoschke S, Daryani Y, de Grefte JAM, de Vries WC, Burak EGD, Dias C, Dixson BJW, Du X, Dumančić F, Dumbravă A, Dutra NB, Enachescu J, Esteban-Serna C, Eudave L, Evans TR, Feldman G, Felisberti FM, Fiedler S, Findor A, Fleischmann A, Foroni F, Francová R, Frank D, Fu CHY, Gao S, Ghasemi O, Ghazi-Noori A, Ghossainy ME, Giammusso I, Gill T, Gjoneska B, Gollwitzer M, Graton A, Grinberg M, Groyecka-Bernard A, Harris EA, Hartanto A, Hassan WANM, Hatami J, Heimark KR, Hidding JJJ, Hristova E, Hruška M, Hudson CA, Huskey R, Ikeda A, Inbar Y, Ingram GPD, Isler O, Isloi C, Iyer A, Jaeger B, Janssen SMJ, Jiménez-Leal W, Jokić B, Kačmár P, Kadreva V, Kaminski G, Karimi-Malekabadi F, Kasper ATA, Kendrick KM, Kennedy BJ, Kocalar HE, Kodapanakkal RI, Kowal M, Kruse E, Kučerová L, Kühberger A, Kuzminska AO, Lalot F, Lamm C, Lammers J, Lange EB, Lantian A, Lau IY, Lazarevic LB, Leliveld MC, Lenz JN, Levitan CA, Lewis SC, Li M, Li Y, Li H, Lima TJS, Lins S, Liuzza MT, Lopes P, Lu JG, Lynds T, Máčel M, Mackinnon SP, Maganti M, Magraw-Mickelson Z, Magson LF, Manley H, Marcu GM, Seršić DM, Matibag C, Mattiassi ADA, Mazidi M, McFall JP, McLatchie N, Mensink MC, Miketta L, Milfont TL, Mirisola A, Misiak M, Mitkidis P, Moeini-Jazani M, Monajem A, Moreau D, Musser ED, Narhetali E, Ochoa DP, Olsen J, Owsley NC, Özdoğru AA, Panning M, Papadatou-Pastou M, Parashar N, Pärnamets P, Paruzel-Czachura M, Parzuchowski M, Paterlini JV, Pavlacic JM, Peker M, Peters K, Piatnitckaia L, Pinto I, Policarpio MR, Pop-Jordanova N, Pratama AJ, Primbs MA, Pronizius E, Purić D, Puvia E, Qamari V, Qian K, Quiamzade A, Ráczová B, Reinero DA, Reips U, Reyna C, Reynolds K, Ribeiro MFF, Röer JP, Ross RM, Roussos P, Ruiz-Dodobara F, Ruiz-Fernandez S, Rutjens BT, Rybus K, Samekin A, Santos AC, Say N, Schild C, Schmidt K, Ścigała KA, Sharifian M, Shi J, Shi Y, Sievers E, Sirota M, Slipenkyj M, Solak Ç, Sorokowska A, Sorokowski P, Söylemez S, Steffens NK, Stephen ID, Sternisko A, Stevens-Wilson L, Stewart SLK, Stieger S, Storage D, Strube J, Susa KJ, Szekely-Copîndean RD, Szostak NM, Takwin B, Tatachari S, Thomas AG, Tiede KE, Tiong LE, Tonković M, Trémolière B, Tunstead LV, Türkan BN, Twardawski M, Vadillo MA, Vally Z, Vaughn LA, Verschuere B, Vlašiček D, Voracek M, Vranka MA, Wang S, West S, Whyte S, Wilton LS, Wlodarczyk A, Wu X, Xin F, Yadanar S, Yama H, Yamada Y, Yilmaz O, Yoon S, Young DM, Zakharov I, Zein RA, Zettler I, Žeželj IL, Zhang DC, Zhang J, Zheng X, Hoekstra R, Aczel B. Situational factors shape moral judgements in the trolley dilemma in Eastern, Southern and Western countries in a culturally diverse sample. in Nature Human Behaviour. 2022;6(6):880-895.
doi:10.1038/s41562-022-01319-5 .

Bago, Bence, Kovacs, Marton, Protzko, John, Nagy, Tamas, Kekecs, Zoltan, Palfi, Bence, Adamkovic, Matus, Adamus, Sylwia, Albalooshi, Sumaya, Albayrak-Aydemir, Nihan, Alfian, Ilham N., Alper, Sinan, Alvarez-Solas, Sara, Alves, Sara G., Amaya, Santiago, Andresen, Pia K., Anjum, Gulnaz, Ansari, Daniel, Arriaga, Patrícia, Aruta, John Jamir Benzon R., Arvanitis, Alexios, Babincak, Peter, Barzykowski, Krystian, Bashour, Bana, Baskin, Ernest, Batalha, Luisa, Batres, Carlota, Bavolar, Jozef, Bayrak, Fatih, Becker, Benjamin, Becker, Maja, Belaus, Anabel, Białek, Michał, Bilancini, Ennio, Boller, Daniel, Boncinelli, Leonardo, Boudesseul, Jordane, Brown, Benjamin T., Buchanan, Erin M., Butt, Muhammad M., Calvillo, Dustin P., Carnes, Nate C., Celniker, Jared B., Chartier, Christopher R., Chopik, William J., Chotikavan, Poom, Chuan-Peng, Hu, Clancy, Rockwell F., Çoker, Ogeday, Correia, Rita C., Adoric, Vera Cubela, Cubillas, Carmelo P., Czoschke, Stefan, Daryani, Yalda, de Grefte, Job A. M., de Vries, Wieteke C., Burak, Elif G. Demirag, Dias, Carina, Dixson, Barnaby J. W., Du, Xinkai, Dumančić, Francesca, Dumbravă, Andrei, Dutra, Natalia B., Enachescu, Janina, Esteban-Serna, Celia, Eudave, Luis, Evans, Thomas R., Feldman, Gilad, Felisberti, Fatima M., Fiedler, Susann, Findor, Andrej, Fleischmann, Alexandra, Foroni, Francesco, Francová, Radka, Frank, Darius-Aurel, Fu, Cynthia H. Y., Gao, Shan, Ghasemi, Omid, Ghazi-Noori, Ali-Reza, Ghossainy, Maliki E., Giammusso, Isabella, Gill, Tripat, Gjoneska, Biljana, Gollwitzer, Mario, Graton, Aurélien, Grinberg, Maurice, Groyecka-Bernard, Agata, Harris, Elizabeth A., Hartanto, Andree, Hassan, Widad A. N. M., Hatami, Javad, Heimark, Katrina R., Hidding, Jasper J. J., Hristova, Evgeniya, Hruška, Matej, Hudson, Charlotte A., Huskey, Richard, Ikeda, Ayumi, Inbar, Yoel, Ingram, Gordon P. D., Isler, Ozan, Isloi, Chris, Iyer, Aishwarya, Jaeger, Bastian, Janssen, Steve M. J., Jiménez-Leal, William, Jokić, Biljana, Kačmár, Pavol, Kadreva, Veselina, Kaminski, Gwenaël, Karimi-Malekabadi, Farzan, Kasper, Arno T. A., Kendrick, Keith M., Kennedy, Bradley J., Kocalar, Halil E., Kodapanakkal, Rabia I., Kowal, Marta, Kruse, Elliott, Kučerová, Lenka, Kühberger, Anton, Kuzminska, Anna O., Lalot, Fanny, Lamm, Claus, Lammers, Joris, Lange, Elke B., Lantian, Anthony, Lau, Ivy Y.-M., Lazarevic, Ljiljana B., Leliveld, Marijke C., Lenz, Jennifer N., Levitan, Carmel A., Lewis, Savannah C., Li, Manyu, Li, Yansong, Li, Haozheng, Lima, Tiago J. S., Lins, Samuel, Liuzza, Marco Tullio, Lopes, Paula, Lu, Jackson G., Lynds, Trent, Máčel, Martin, Mackinnon, Sean P., Maganti, Madhavilatha, Magraw-Mickelson, Zoe, Magson, Leon F., Manley, Harry, Marcu, Gabriela M., Seršić, Darja Masli, Matibag, Celine-Justine, Mattiassi, Alan D. A., Mazidi, Mahdi, McFall, Joseph P., McLatchie, Neil, Mensink, Michael C., Miketta, Lena, Milfont, Taciano L., Mirisola, Alberto, Misiak, Michal, Mitkidis, Panagiotis, Moeini-Jazani, Mehrad, Monajem, Arash, Moreau, David, Musser, Erica D., Narhetali, Erita, Ochoa, Danielle P., Olsen, Jerome, Owsley, Nicholas C., Özdoğru, Asil A., Panning, Miriam, Papadatou-Pastou, Marietta, Parashar, Neha, Pärnamets, Philip, Paruzel-Czachura, Mariola, Parzuchowski, Michal, Paterlini, Julia V., Pavlacic, Jeffrey M., Peker, Mehmet, Peters, Kim, Piatnitckaia, Liudmila, Pinto, Isabel, Policarpio, Monica Renee, Pop-Jordanova, Nada, Pratama, Annas J., Primbs, Maximilian A., Pronizius, Ekaterina, Purić, Danka, Puvia, Elisa, Qamari, Vahid, Qian, Kun, Quiamzade, Alain, Ráczová, Beáta, Reinero, Diego A., Reips, Ulf-Dietrich, Reyna, Cecilia, Reynolds, Kimberly, Ribeiro, Matheus F. F., Röer, Jan P., Ross, Robert M., Roussos, Petros, Ruiz-Dodobara, Fernando, Ruiz-Fernandez, Susana, Rutjens, Bastiaan T., Rybus, Katarzyna, Samekin, Adil, Santos, Anabela C., Say, Nicolas, Schild, Christoph, Schmidt, Kathleen, Ścigała, Karolina A., Sharifian, MohammadHasan, Shi, Jiaxin, Shi, Yaoxi, Sievers, Erin, Sirota, Miroslav, Slipenkyj, Michael, Solak, Çağlar, Sorokowska, Agnieszka, Sorokowski, Piotr, Söylemez, Sinem, Steffens, Niklas K., Stephen, Ian D., Sternisko, Anni, Stevens-Wilson, Laura, Stewart, Suzanne L. K., Stieger, Stefan, Storage, Daniel, Strube, Justine, Susa, Kyle J., Szekely-Copîndean, Raluca D., Szostak, Natalia M., Takwin, Bagus, Tatachari, Srinivasan, Thomas, Andrew G., Tiede, Kevin E., Tiong, Lucas E., Tonković, Mirjana, Trémolière, Bastien, Tunstead, Lauren V., Türkan, Belgüzar N., Twardawski, Mathias, Vadillo, Miguel A., Vally, Zahir, Vaughn, Leigh Ann, Verschuere, Bruno, Vlašiček, Denis, Voracek, Martin, Vranka, Marek A., Wang, Shuzhen, West, Skye-Loren, Whyte, Stephen, Wilton, Leigh S., Wlodarczyk, Anna, Wu, Xue, Xin, Fei, Yadanar, Su, Yama, Hiroshi, Yamada, Yuki, Yilmaz, Onurcan, Yoon, Sangsuk, Young, Danielle M., Zakharov, Ilya, Zein, Rizqy A., Zettler, Ingo, Žeželj, Iris L., Zhang, Don C., Zhang, Jin, Zheng, Xiaoxiao, Hoekstra, Rink, Aczel, Balazs, "Situational factors shape moral judgements in the trolley dilemma in Eastern, Southern and Western countries in a culturally diverse sample" in Nature Human Behaviour, 6, no. 6 (2022):880-895,
https://doi.org/10.1038/s41562-022-01319-5 . .

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 . .