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Pregled bibliografske jedinice broj: 1214135

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

(International Collaboration on Social and Moral Psychology of COVID-19) 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 et al.
Predicting attitudinal and behavioral responses to COVID-19 pandemic using machine learning // PNAS Nexus, 1 (2022), 3; 1-15 doi:10.1093/pnasnexus/pgac093 (međunarodna recenzija, članak, znanstveni)

CROSBI ID: 1214135 Za ispravke kontaktirajte CROSBI podršku putem web obrasca

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

Autori
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 ; Alfano, Mark ; Ross, Robert M ; Sjåstad, Hallgeir ; Nezlek, John B ; Cislak, Aleksandra ; Lockwood, Patricia ; Abts, Koen ; Agadullina, Elena ; Amodio, David M ; Apps, Matthew A J ; Aruta, John Jamir Benzon ; Besharati, Sahba ; Bor, Alexander ; Choma, Becky ; Cunningham, William ; 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 ; Palomäki, Jussi ; Perry, Anat ; Petersen, Michael Bang ; Puthillam, Arathy ; Rothmund, Tobias ; Schmid, Petra C ; Stadelmann, David ; Stoica, Augustin ; Stoyanov, Drozdstoy ; Stoyanova, Kristina ; 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 ; 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 ; Paolo, Roberto Di ; Dulleck, Uwe ; Ekmanis, Jānis ; Etienne, Tom W ; Farhana, Hapsa Hossain ; Farkhari, Fahima ; Fidanovski, Kristijan ; Flew, Terry ; Fraser, Shona ; Frempong, Raymond Boadi ; Fugelsang, Jonathan ; 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 ; 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, M Soledad ; Palomäki, Jussi ; Pan, Yafeng ; Papp, Zsófia ; Pärnamets, Philip ; Paruzel-Czachura, Mariola ; Perander, Silva ; Pitman, Michael ; Raza, Ali ; Rêgo, Gabriel Gaudencio ; Robertson, Claire ; Rodríguez-Pascual, Iván ; Saikkonen, Teemu ; Salvador-Ginez, Octavio ; Sampaio, Waldir M ; Santi, Gaia Chiara ; Schultner, David ; Schutte, Enid ; Scott, Andy ; Skali, Ahmed ; Stefaniak, Anna ; Sternisko, Anni ; Strickland, Brent ; 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 Sergio ; Whillans, Ashley ; Van Lange, Paul A M ; Prasad, Rajib ; Onderco, Michal ; O'Madagain, Cathal ; Nesh-Nash, Tarik ; Laguna, Oscar Moreda ; Kutiyski, Yordan ; Kubin, Emily ; Gümren, Mert ; Fenwick, Ali ; Ertan, Arhan S ; Bernstein, Michael J ; Amara, Hanane ; Van Bavel, Jay Joseph

Kolaboracija
International Collaboration on Social and Moral Psychology of COVID-19

Izvornik
PNAS Nexus (2752-6542) 1 (2022), 3; 1-15

Vrsta, podvrsta i kategorija rada
Radovi u časopisima, članak, znanstveni

Ključne riječi
COVID-19, social distancing, hygiene, policy support, public health measures

Sažetak
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.

Izvorni jezik
Engleski

Znanstvena područja
Sociologija, Psihologija, Interdisciplinarne društvene znanosti



POVEZANOST RADA

Ustanove:
Institut društvenih znanosti Ivo Pilar, Zagreb

Profili:

Avatar Url Igor Mikloušić (autor)

Avatar Url Tomislav Pavlović (autor)

Avatar Url Renata Franc (autor)

Avatar Url Marina Maglić (autor)

Poveznice na cjeloviti tekst rada:

doi doi.org

Citiraj ovu publikaciju:

(International Collaboration on Social and Moral Psychology of COVID-19) 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 et al.
Predicting attitudinal and behavioral responses to COVID-19 pandemic using machine learning // PNAS Nexus, 1 (2022), 3; 1-15 doi:10.1093/pnasnexus/pgac093 (međunarodna recenzija, članak, znanstveni)
(International Collaboration on Social and Moral Psychology of COVID-19) (International Collaboration on Social and Moral Psychology of COVID-19) Pavlović, T., Azevedo, F., De, K., Riaño-Moreno, J., Maglić, M., Gkinopoulos, T., Donnelly-Kehoe, P., Payán-Gómez, C., Huang, G. & Kantorowicz, J. (2022) Predicting attitudinal and behavioral responses to COVID-19 pandemic using machine learning. PNAS Nexus, 1 (3), 1-15 doi:10.1093/pnasnexus/pgac093.
@article{article, author = {Pavlovi\'{c}, Tomislav and Azevedo, Flavio and De, Koustav and Ria\~{n}o-Moreno, Juli\'{a}n C and Magli\'{c}, Marina and Gkinopoulos, Theofilos and Donnelly-Kehoe, Patricio Andreas and Pay\'{a}n-G\'{o}mez, C\'{e}sar and Huang, Guanxiong and Kantorowicz, Jaroslaw and Birtel, Mich\`{e}le D and Sch\"{o}negger, Philipp and Capraro, Valerio and Santamar\'{\i}a-Garc\'{\i}a, Hernando and Yucel, Meltem and Ibanez, Agustin and Rathje, Steve and Wetter, Erik and Stanojevi\'{c}, Dragan and van Prooijen, Jan-Willem and Hesse, Eugenia and Elbaek, Christian T and Franc, Renata and Pavlovi\'{c}, Zoran and Mitkidis, Panagiotis and Cichocka, Aleksandra and Gelfand, Michele and Alfano, Mark and Ross, Robert M and Sj\aastad, Hallgeir and Nezlek, John B and Cislak, Aleksandra and Lockwood, Patricia and Abts, Koen and Agadullina, Elena and Amodio, David M and Apps, Matthew A J and Aruta, John Jamir Benzon and Besharati, Sahba and Bor, Alexander and Choma, Becky and Cunningham, William 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, Andr\'{e} 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 and Palom\"{a}ki, 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 and Tewari, Shruti and Todosijevi\'{c}, 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 and Ay, F Ceren and Ba, Mouhamadou El Hady and Barbosa, Sergio and Bastian, Brock and Berg, Anton and Bia\lek, Micha\l 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 C\'{o}rdoba-Delgado, Mateo A and Crespi, Chiara and Crouzevialle, Marie and Cutler, Jo and Cyprya\'{n}ska, Marzena and Dabrowska, Justyna and Davis, Victoria H and Minda, John Paul and Dayley, Pamala N and Delouv\'{e}e, Sylvain and Denkovski, Ognjan and Dezecache, Guillaume and Dhaliwal, Nathan A and Diato, Alelie and Paolo, Roberto Di and Dulleck, Uwe and Ekmanis, J\={a}nis 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 and Gale, Jessica and Garc\'{\i}a-Navarro, E Bego\~{n}a and Garladinne, Prasad and Gray, Kurt and Griffin, Siobh\'{a}n M and Gronfeldt, Bjarki and Gruber, June and Halperin, Eran and Herzon, Volo and Hru\v{s}ka, Matej and Hudecek, Matthias F C and Isler, Ozan and Jangard, Simon and J\orgensen, Frederik 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 Miklou\v{s}i\'{c}, Igor and Molina-Paredes, Juliana and Monroy-Fonseca, C\'{e}sar and Morales-Marente, Elena and Moreau, David and Muda, Rafa\l and Myer, Annalisa and Nash, Kyle and Nitschke, Jonas P and Nurse, Matthew S and de Mello, Victoria Oldemburgo and Palacios-Galvez, M Soledad and Palom\"{a}ki, Jussi and Pan, Yafeng and Papp, Zs\'{o}fia and P\"{a}rnamets, Philip and Paruzel-Czachura, Mariola and Perander, Silva and Pitman, Michael and Raza, Ali and R\^{e}go, Gabriel Gaudencio and Robertson, Claire and Rodr\'{\i}guez-Pascual, Iv\'{a}n and Saikkonen, Teemu and Salvador-Ginez, Octavio and Sampaio, Waldir M and Santi, Gaia Chiara and Schultner, David and Schutte, Enid and Scott, Andy and Skali, Ahmed and Stefaniak, Anna and Sternisko, Anni and Strickland, Brent and Strickland, Brent and Thomas, Jeffrey P and Tingh\"{o}g, Gustav and Traast, Iris J and Tucciarelli, Raffaele and Tyrala, Michael and Ungson, Nick D and Uysal, Mete Sefa and Van Rooy, Dirk and V\"{a}stfj\"{a}ll, 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 W\'{o}jcik, 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 Sergio 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 Kutiyski, Yordan and Kubin, Emily and G\"{u}mren, Mert and Fenwick, Ali and Ertan, Arhan S and Bernstein, Michael J and Amara, Hanane and Van Bavel, Jay Joseph}, year = {2022}, pages = {1-15}, DOI = {10.1093/pnasnexus/pgac093}, keywords = {COVID-19, social distancing, hygiene, policy support, public health measures}, journal = {PNAS Nexus}, doi = {10.1093/pnasnexus/pgac093}, volume = {1}, number = {3}, issn = {2752-6542}, title = {Predicting attitudinal and behavioral responses to COVID-19 pandemic using machine learning}, keyword = {COVID-19, social distancing, hygiene, policy support, public health measures} }
@article{article, author = {Pavlovi\'{c}, Tomislav and Azevedo, Flavio and De, Koustav and Ria\~{n}o-Moreno, Juli\'{a}n C and Magli\'{c}, Marina and Gkinopoulos, Theofilos and Donnelly-Kehoe, Patricio Andreas and Pay\'{a}n-G\'{o}mez, C\'{e}sar and Huang, Guanxiong and Kantorowicz, Jaroslaw and Birtel, Mich\`{e}le D and Sch\"{o}negger, Philipp and Capraro, Valerio and Santamar\'{\i}a-Garc\'{\i}a, Hernando and Yucel, Meltem and Ibanez, Agustin and Rathje, Steve and Wetter, Erik and Stanojevi\'{c}, Dragan and van Prooijen, Jan-Willem and Hesse, Eugenia and Elbaek, Christian T and Franc, Renata and Pavlovi\'{c}, Zoran and Mitkidis, Panagiotis and Cichocka, Aleksandra and Gelfand, Michele and Alfano, Mark and Ross, Robert M and Sj\aastad, Hallgeir and Nezlek, John B and Cislak, Aleksandra and Lockwood, Patricia and Abts, Koen and Agadullina, Elena and Amodio, David M and Apps, Matthew A J and Aruta, John Jamir Benzon and Besharati, Sahba and Bor, Alexander and Choma, Becky and Cunningham, William 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, Andr\'{e} 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 and Palom\"{a}ki, 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 and Tewari, Shruti and Todosijevi\'{c}, 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 and Ay, F Ceren and Ba, Mouhamadou El Hady and Barbosa, Sergio and Bastian, Brock and Berg, Anton and Bia\lek, Micha\l 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 C\'{o}rdoba-Delgado, Mateo A and Crespi, Chiara and Crouzevialle, Marie and Cutler, Jo and Cyprya\'{n}ska, Marzena and Dabrowska, Justyna and Davis, Victoria H and Minda, John Paul and Dayley, Pamala N and Delouv\'{e}e, Sylvain and Denkovski, Ognjan and Dezecache, Guillaume and Dhaliwal, Nathan A and Diato, Alelie and Paolo, Roberto Di and Dulleck, Uwe and Ekmanis, J\={a}nis 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 and Gale, Jessica and Garc\'{\i}a-Navarro, E Bego\~{n}a and Garladinne, Prasad and Gray, Kurt and Griffin, Siobh\'{a}n M and Gronfeldt, Bjarki and Gruber, June and Halperin, Eran and Herzon, Volo and Hru\v{s}ka, Matej and Hudecek, Matthias F C and Isler, Ozan and Jangard, Simon and J\orgensen, Frederik 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 Miklou\v{s}i\'{c}, Igor and Molina-Paredes, Juliana and Monroy-Fonseca, C\'{e}sar and Morales-Marente, Elena and Moreau, David and Muda, Rafa\l and Myer, Annalisa and Nash, Kyle and Nitschke, Jonas P and Nurse, Matthew S and de Mello, Victoria Oldemburgo and Palacios-Galvez, M Soledad and Palom\"{a}ki, Jussi and Pan, Yafeng and Papp, Zs\'{o}fia and P\"{a}rnamets, Philip and Paruzel-Czachura, Mariola and Perander, Silva and Pitman, Michael and Raza, Ali and R\^{e}go, Gabriel Gaudencio and Robertson, Claire and Rodr\'{\i}guez-Pascual, Iv\'{a}n and Saikkonen, Teemu and Salvador-Ginez, Octavio and Sampaio, Waldir M and Santi, Gaia Chiara and Schultner, David and Schutte, Enid and Scott, Andy and Skali, Ahmed and Stefaniak, Anna and Sternisko, Anni and Strickland, Brent and Strickland, Brent and Thomas, Jeffrey P and Tingh\"{o}g, Gustav and Traast, Iris J and Tucciarelli, Raffaele and Tyrala, Michael and Ungson, Nick D and Uysal, Mete Sefa and Van Rooy, Dirk and V\"{a}stfj\"{a}ll, 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 W\'{o}jcik, 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 Sergio 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 Kutiyski, Yordan and Kubin, Emily and G\"{u}mren, Mert and Fenwick, Ali and Ertan, Arhan S and Bernstein, Michael J and Amara, Hanane and Van Bavel, Jay Joseph}, year = {2022}, pages = {1-15}, DOI = {10.1093/pnasnexus/pgac093}, keywords = {COVID-19, social distancing, hygiene, policy support, public health measures}, journal = {PNAS Nexus}, doi = {10.1093/pnasnexus/pgac093}, volume = {1}, number = {3}, issn = {2752-6542}, title = {Predicting attitudinal and behavioral responses to COVID-19 pandemic using machine learning}, keyword = {COVID-19, social distancing, hygiene, policy support, public health measures} }

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