Predicting attitudinal and behavioral responses to COVID-19 pandemic using machine learning
Tomislav Pavlović
(1)
,
Flavio Azevedo
(2)
,
Koustav De
(3)
,
Julián Riaño-Moreno
(4)
,
Marina Maglić
(1)
,
Theofilos Gkinopoulos
(5)
,
Patricio Andreas Donnelly-Kehoe
(6)
,
César Payán-Gómez
(7)
,
Guanxiong Huang
(8)
,
Jaroslaw Kantorowicz
(9)
,
Michèle Birtel
(10)
,
Philipp Schönegger
(11)
,
Valerio Capraro
(12)
,
Hernando Santamaría-García
(13)
,
Meltem Yucel
(14)
,
Agustin Ibanez
(15, 16, 17)
,
Steve Rathje
(2)
,
Erik Wetter
(18)
,
Dragan Stanojević
(19)
,
Jan-Willem van Prooijen
(20)
,
Eugenia Hesse
(21)
,
Christian T. Elbaek
(22)
,
Renata Franc
(1)
,
Zoran Pavlović
(19)
,
Panagiotis Mitkidis
(22)
,
Aleksandra Cichocka
(23)
,
Michele Gelfand
(24)
,
Mark Alfano
(25)
,
Robert Ross
(25)
,
Hallgeir Sjåstad
(26)
,
John B. Nezlek
(27)
,
Aleksandra Cislak
(27)
,
Patricia Lockwood
(28, 29)
,
Koen Abts
(30)
,
Elena Agadullina
(31)
,
David M. Amodio
(32)
,
Matthew A. J. Apps
(28)
,
John Jamir Benzon Aruta
(33)
,
Sahba Besharati
(34)
,
Alexander Bor
(22)
,
Becky Choma
(35)
,
William Cunningham
(35)
,
Waqas Ejaz
(36)
,
Harry Farmer
(10)
,
Andrej Findor
(37)
,
Biljana Gjoneska
(38)
,
Estrella Gualda
(39)
,
Toan L. D. Huynh
(40)
,
Mostak Ahamed Imran
(41)
,
Jacob Israelashvili
(42)
,
Elena Kantorowicz-Reznichenko
(43)
,
André Krouwel
(20)
,
Yordan Kutiyski
(44)
,
Michael Laakasuo
(45)
,
Claus Lamm
(46)
,
Jonathan Levy
(47, 48)
,
Caroline Leygue
(49)
,
Ming-Jen Lin
(50)
,
Mohammad Sabbir Mansoor
(51)
,
Antoine Marie
(22)
,
Lewend Mayiwar
(52)
,
Honorata Mazepus
(9)
,
Cillian McHugh
(53)
,
Andreas Olsson
(54)
,
Tobias Otterbring
(55)
,
Dominic Packer
(56)
,
Jussi Palomäki
(45)
,
Anat Perry
(42)
,
Michael Bang Petersen
(22)
,
Arathy Puthillam
(57)
,
Tobias Rothmund
(58)
,
Petra C. Schmid
(59)
,
David Stadelmann
(60)
,
Augustin Stoica
(61)
,
Drozdstoy Stoyanov
(62)
,
Kristina Stoyanova
(62)
,
Shruti Tewari
(63)
,
Bojan Todosijević
(64)
,
Benno Torgler
(65)
,
Manos Tsakiris
(66, 67)
,
Hans H. Tung
(50)
,
Radu Gabriel Umbreș
(68)
,
Edmunds Vanags
(69)
,
Madalina Vlasceanu
(70)
,
Andrew J. Vonasch
(71)
,
Yucheng Zhang
(72)
,
Mohcine Abad
(73)
,
Eli Adler
(42, 48)
,
Hamza Alaoui Mdarhri
(73)
,
Benedict Antazo
,
F. Ceren Ay
(74)
,
Mouhamadou El Hady Ba
(75)
,
Sergio Barbosa
(6)
,
Brock Bastian
(76)
,
Anton Berg
(45)
,
Michał Białek
(77)
,
Ennio Bilancini
(78)
,
Natalia Bogatyreva
,
Leonardo Boncinelli
(79)
,
Jonathan E. Booth
(80)
,
Sylvie Borau
(81)
,
Ondrej Buchel
(82)
,
Chrissie Ferreira de Carvalho
(83)
,
Tatiana Celadin
(84)
,
Chiara Cerami
,
Hom Nath Chalise
(85)
,
Xiaojun Cheng
(86)
,
Luca Cian
(87)
,
Kate Cockcroft
(34)
,
Jane Conway
(88)
,
Mateo A. Córdoba-Delgado
(13)
,
Chiara Crespi
,
Marie Crouzevialle
(59)
,
Jo Cutler
(28, 29)
,
Marzena Cypryańska
,
Justyna Dabrowska
,
Victoria Davis
(35)
,
John Paul Minda
(89)
,
Pamala N. Dayley
(16)
,
Sylvain Delouvée
(90)
,
Ognjan Denkovski
(32)
,
Guillaume Dezecache
(91)
,
Nathan Dhaliwal
(92)
,
Alelie Diato
,
Roberto Di Paolo
,
Uwe Dulleck
(93)
,
Jānis Ekmanis
(69)
,
Tom W. Etienne
(94)
,
Hapsa Hossain Farhana
,
Fahima Farkhari
(95, 58)
,
Kristijan Fidanovski
(29)
,
Terry Flew
(96)
,
Shona Fraser
(34)
,
Raymond Boadi Frempong
(60)
,
Jonathan Fugelsang
(97)
,
Jessica Gale
(71)
,
E Begoña García-Navarro
(39)
,
Prasad Garladinne
(63)
,
Kurt Gray
(98)
,
Siobhán M. Griffin
(53)
,
Bjarki Gronfeldt
(23)
,
June Gruber
(99)
,
Eran Halperin
(42)
,
Volo Herzon
(45)
,
Matej Hruška
(37)
,
Matthias F. C. Hudecek
(100)
,
Ozan Isler
(93)
,
Simon Jangard
(54)
,
Frederik Jørgensen
(22)
,
Oleksandra Keudel
(101)
,
Lina Koppel
(102)
,
Mika Koverola
(45)
,
Anton Kunnari
(45)
,
Josh Leota
(103)
,
Eva Lermer
(104, 105)
,
Chunyun Li
(106)
,
Chiara Longoni
(107)
,
Darragh McCashin
(108)
,
Igor Mikloušić
(1)
,
Juliana Molina-Paredes
(13)
,
César Monroy-Fonseca
,
Elena Morales-Marente
(39)
,
David Moreau
(109)
,
Rafał Muda
(110)
,
Annalisa Myer
(111)
,
Kyle Nash
(112)
,
Jonas P. Nitschke
(46)
,
Matthew S. Nurse
(113)
,
Victoria Oldemburgo de Mello
(35)
,
Maria Soledad Palacios-Galvez
(114, 115)
,
Jussi Palomäki
(45)
,
Yafeng Pan
(116)
,
Zsófia Papp
,
Philip Pärnamets
(54)
,
Mariola Paruzel-Czachura
(114, 115)
,
Silva Perander
(45)
,
Michael Pitman
(34)
,
Ali Raza
(99)
,
Gabriel Gaudencio Rêgo
(117)
,
Claire Robertson
(118)
,
Iván Rodríguez-Pascual
(39)
,
Teemu Saikkonen
(119)
,
Octavio Salvador-Ginez
(49)
,
Waldir M. Sampaio
(117)
,
Gaia Chiara Santi
,
David Schultner
(32)
,
Enid Schutte
(34)
,
Andy Scott
(120)
,
Ahmed Skali
(121)
,
Anna Stefaniak
(122)
,
Anni Sternisko
(118)
,
Brent Strickland
(123, 124)
,
Jeffrey Thomas
(106)
,
Gustav Tinghög
,
Iris J. Traast
(32)
,
Raffaele Tucciarelli
(125)
,
Michael Tyrala
(8)
,
Nick D. Ungson
(126)
,
Mete Sefa Uysal
(58)
,
Dirk van Rooy
(127)
,
Daniel Västfjäll
(102)
,
Joana K. Vieira
(54, 128)
,
Christian von Sikorski
(129)
,
Alexander C. Walker
(34)
,
Jennifer Watermeyer
(34)
,
Robin Willardt
(59)
,
Michael J. A. Wohl
(122)
,
Adrian Dominik Wójcik
(130)
,
Kaidi Wu
(131)
,
Yuki Yamada
(132)
,
Onurcan Yilmaz
(133)
,
Kumar Yogeeswaran
(71)
,
Carolin-Theresa Ziemer
(58)
,
Rolf A. Zwaan
(43)
,
Paulo Sergio Boggio
(117)
,
Ashley Whillans
(134)
,
Paul A. M. van Lange
(20)
,
Rajib Prasad
(135)
,
Michal Onderco
(43)
,
Cathal O'Madagain
(73)
,
Tarik Nesh-Nash
,
Oscar Moreda Laguna
(44)
,
Emily Kubin
(129)
,
Mert Gümren
(136)
,
Ali Fenwick
(137)
,
Arhan S. Ertan
(138)
,
Michael J. Bernstein
(139)
,
Hanane Amara
(136)
,
Jay Joseph van Bavel
(70)
1
Institute of Social Sciences Ivo Pilar
2 CAM - University of Cambridge [UK]
3 UK - University of Kentucky
4 Universidad El Bosque [Bogota]
5 UOC - University of Crete [Heraklion]
6 Universidad del Rosario [Bogota]
7 UNAL - Universidad Nacional de Colombia [Bogotà]
8 CUHK - City University of Hong Kong [Hong Kong]
9 Universiteit Leiden = Leiden University
10 University of Greenwich
11 University of St Andrews [Scotland]
12 Middlesex University [London]
13 Pontifical Xavierian University
14 Duke University [Durham]
15 Universidad Adolfo Ibáñez [Santiago]
16 UC - University of California
17 Trinity College Dublin
18 SSE - Stockholm School of Economics
19 University of Belgrade [Belgrade]
20 VU - Vrije Universiteit Amsterdam [Amsterdam]
21 UMSA - Universidad Mayor de San Andrés
22 Aarhus University [Aarhus]
23 University of Kent [Canterbury]
24 Stanford University
25 Macquarie University
26 Norwegian School of Economics and Business Administration
27 SWPS - SWPS University of Social Sciences and Humanities
28 University of Birmingham [Birmingham]
29 University of Oxford
30 KU Leuven - Catholic University of Leuven = Katholieke Universiteit Leuven
31 HSE - Vysšaja škola èkonomiki = National Research University Higher School of Economics [Moscow]
32 UvA - University of Amsterdam [Amsterdam] = Universiteit van Amsterdam
33 Sunway University [Malaysia]
34 WITS - University of the Witwatersrand [Johannesburg]
35 University of Toronto
36 NUST - National University of Sciences and Technology [Islamabad]
37 Comenius University in Bratislava
38 MASA - Macedonian Academy of Sciences and Arts [Skopje, North Macedonia]
39 Universidad de Huelva
40 University of Southampton
41 BRAC University
42 HUJ - The Hebrew University of Jerusalem
43 Erasmus University Rotterdam
44 Kieskompas
45 Helsingin yliopisto = Helsingfors universitet = University of Helsinki
46 University of Vienna [Vienna]
47 RUNI - Reichman University [Herzliya]
48 Aalto University
49 UNAM - Universidad Nacional Autónoma de México = National Autonomous University of Mexico
50 NTU - National Taiwan University [Taiwan]
51 HEMS School
52 BI Norwegian Business School [Oslo]
53 UL - University of Limerick
54 Karolinska Institutet [Stockholm]
55 UIA - University of Agder
56 Lehigh University [Bethlehem]
57 Monk Prayogshala
58 Friedrich-Schiller-Universität = Friedrich Schiller University Jena [Jena, Germany]
59 ETH Zürich - Eidgenössische Technische Hochschule - Swiss Federal Institute of Technology [Zürich]
60 University of Bayreuth
61 SNSPA - National School of Political and Administrative Studies
62 Plovdiv University "Paisii Hilendarski"
63 IMM Indore - Indian Institute of Management Indore
64 Institute of Social Sciences Belgrade
65 QUT - Queensland University of Technology [Brisbane]
66 RHUL - Royal Holloway [University of London]
67 University of London [London]
68 National University of Political Studies and Public Administration
69 LU - University of Latvia
70 NYU - New York University [New York]
71 University of Canterbury [Christchurch]
72 Hebei University of Technology [Tianjin]
73 UM6P - Université Mohammed VI Polytechnique [Ben Guerir]
74 AnsuR Technologies [Fornebu]
75 UCAD - Université Cheikh Anta Diop de Dakar [Sénégal]
76 Victoria University [Melbourne]
77 UWr - University of Wrocław [Poland]
78 IMT Institute for Advanced Studies [Lucca]
79 UniFI - Università degli Studi di Firenze = University of Florence = Université de Florence
80 LSE - London School of Economics and Political Science
81 TBS Education
82 SAS - Slovak Academy of Science [Bratislava]
83 UDESC - Santa Catarina State University
84 UNIBO - Alma Mater Studiorum Università di Bologna = University of Bologna
85 Tribhuvan University
86 Shenzhen Univerisity [Shenzhen]
87 University of Virginia
88 UT Capitole - Université Toulouse Capitole
89 UWO - University of Western Ontario
90 UR2 - Université de Rennes 2
91 LAPSCO - Laboratoire de Psychologie Sociale et Cognitive
92 UBC - University of British Columbia
93 UQ [All campuses : Brisbane, Dutton Park Gatton, Herston, St Lucia and other locations] - The University of Queensland
94 Penn State - Pennsylvania State University
95 WWU - Westfälische Wilhelms-Universität Münster = University of Münster
96 The University of Sydney
97 University of Waterloo [Waterloo]
98 UNC - University of North Carolina [Chapel Hill]
99 University of Colorado [Boulder]
100 University of Regensburg
101 KSE - Kyiv School of economic
102 LIU - Linköping University
103 Monash University [Clayton]
104 Ansbach University of Applied Sciences
105 LMU - Ludwig Maximilian University [Munich] = Ludwig Maximilians Universität München
106 LSE - Department of Management - London School of Economics and Political Science
107 QSB - Questrom School of Business
108 DCU - Dublin City University [Dublin]
109 University of Auckland [Auckland]
110 UMCS - Maria Curie-Sklodowska University
111 CUNY - City University of New York [New York]
112 University of Alberta
113 ANU - Australian National University
114 University of Silesia in Katowice
115 UCM - Universidad Complutense de Madrid = Complutense University of Madrid [Madrid]
116 Zhejiang University
117 UPM - Mackenzie Presbyterian University [São Paulo]
118 NYU Department of Psychology [New-York University]
119 University of Turku
120 CCNY - City College of New York [CUNY]
121 University of Groningen [Groningen]
122 Carleton University
123 DEC - Département d'Etudes Cognitives - ENS Paris
124 FGSES - Faculté de Gouvernance, Sciences Économiques et Sociales [UM6P]
125 UCL - University College of London [London]
126 Susquehanna University
127 UA - University of Antwerp
128 University of Exeter
129 University of Koblenz-Landau
130 Nicolaus Copernicus University [Toruń]
131 UC San Diego - University of California [San Diego]
132 Kyushu University
133 KHAS - Kadir Has University
134 Harvard Business School
135 Vidyasagar College For Women
136 Koç University
137 Hult International Business School
138 Boǧaziçi üniversitesi = Boğaziçi University [Istanbul]
139 Penn State Abington
2 CAM - University of Cambridge [UK]
3 UK - University of Kentucky
4 Universidad El Bosque [Bogota]
5 UOC - University of Crete [Heraklion]
6 Universidad del Rosario [Bogota]
7 UNAL - Universidad Nacional de Colombia [Bogotà]
8 CUHK - City University of Hong Kong [Hong Kong]
9 Universiteit Leiden = Leiden University
10 University of Greenwich
11 University of St Andrews [Scotland]
12 Middlesex University [London]
13 Pontifical Xavierian University
14 Duke University [Durham]
15 Universidad Adolfo Ibáñez [Santiago]
16 UC - University of California
17 Trinity College Dublin
18 SSE - Stockholm School of Economics
19 University of Belgrade [Belgrade]
20 VU - Vrije Universiteit Amsterdam [Amsterdam]
21 UMSA - Universidad Mayor de San Andrés
22 Aarhus University [Aarhus]
23 University of Kent [Canterbury]
24 Stanford University
25 Macquarie University
26 Norwegian School of Economics and Business Administration
27 SWPS - SWPS University of Social Sciences and Humanities
28 University of Birmingham [Birmingham]
29 University of Oxford
30 KU Leuven - Catholic University of Leuven = Katholieke Universiteit Leuven
31 HSE - Vysšaja škola èkonomiki = National Research University Higher School of Economics [Moscow]
32 UvA - University of Amsterdam [Amsterdam] = Universiteit van Amsterdam
33 Sunway University [Malaysia]
34 WITS - University of the Witwatersrand [Johannesburg]
35 University of Toronto
36 NUST - National University of Sciences and Technology [Islamabad]
37 Comenius University in Bratislava
38 MASA - Macedonian Academy of Sciences and Arts [Skopje, North Macedonia]
39 Universidad de Huelva
40 University of Southampton
41 BRAC University
42 HUJ - The Hebrew University of Jerusalem
43 Erasmus University Rotterdam
44 Kieskompas
45 Helsingin yliopisto = Helsingfors universitet = University of Helsinki
46 University of Vienna [Vienna]
47 RUNI - Reichman University [Herzliya]
48 Aalto University
49 UNAM - Universidad Nacional Autónoma de México = National Autonomous University of Mexico
50 NTU - National Taiwan University [Taiwan]
51 HEMS School
52 BI Norwegian Business School [Oslo]
53 UL - University of Limerick
54 Karolinska Institutet [Stockholm]
55 UIA - University of Agder
56 Lehigh University [Bethlehem]
57 Monk Prayogshala
58 Friedrich-Schiller-Universität = Friedrich Schiller University Jena [Jena, Germany]
59 ETH Zürich - Eidgenössische Technische Hochschule - Swiss Federal Institute of Technology [Zürich]
60 University of Bayreuth
61 SNSPA - National School of Political and Administrative Studies
62 Plovdiv University "Paisii Hilendarski"
63 IMM Indore - Indian Institute of Management Indore
64 Institute of Social Sciences Belgrade
65 QUT - Queensland University of Technology [Brisbane]
66 RHUL - Royal Holloway [University of London]
67 University of London [London]
68 National University of Political Studies and Public Administration
69 LU - University of Latvia
70 NYU - New York University [New York]
71 University of Canterbury [Christchurch]
72 Hebei University of Technology [Tianjin]
73 UM6P - Université Mohammed VI Polytechnique [Ben Guerir]
74 AnsuR Technologies [Fornebu]
75 UCAD - Université Cheikh Anta Diop de Dakar [Sénégal]
76 Victoria University [Melbourne]
77 UWr - University of Wrocław [Poland]
78 IMT Institute for Advanced Studies [Lucca]
79 UniFI - Università degli Studi di Firenze = University of Florence = Université de Florence
80 LSE - London School of Economics and Political Science
81 TBS Education
82 SAS - Slovak Academy of Science [Bratislava]
83 UDESC - Santa Catarina State University
84 UNIBO - Alma Mater Studiorum Università di Bologna = University of Bologna
85 Tribhuvan University
86 Shenzhen Univerisity [Shenzhen]
87 University of Virginia
88 UT Capitole - Université Toulouse Capitole
89 UWO - University of Western Ontario
90 UR2 - Université de Rennes 2
91 LAPSCO - Laboratoire de Psychologie Sociale et Cognitive
92 UBC - University of British Columbia
93 UQ [All campuses : Brisbane, Dutton Park Gatton, Herston, St Lucia and other locations] - The University of Queensland
94 Penn State - Pennsylvania State University
95 WWU - Westfälische Wilhelms-Universität Münster = University of Münster
96 The University of Sydney
97 University of Waterloo [Waterloo]
98 UNC - University of North Carolina [Chapel Hill]
99 University of Colorado [Boulder]
100 University of Regensburg
101 KSE - Kyiv School of economic
102 LIU - Linköping University
103 Monash University [Clayton]
104 Ansbach University of Applied Sciences
105 LMU - Ludwig Maximilian University [Munich] = Ludwig Maximilians Universität München
106 LSE - Department of Management - London School of Economics and Political Science
107 QSB - Questrom School of Business
108 DCU - Dublin City University [Dublin]
109 University of Auckland [Auckland]
110 UMCS - Maria Curie-Sklodowska University
111 CUNY - City University of New York [New York]
112 University of Alberta
113 ANU - Australian National University
114 University of Silesia in Katowice
115 UCM - Universidad Complutense de Madrid = Complutense University of Madrid [Madrid]
116 Zhejiang University
117 UPM - Mackenzie Presbyterian University [São Paulo]
118 NYU Department of Psychology [New-York University]
119 University of Turku
120 CCNY - City College of New York [CUNY]
121 University of Groningen [Groningen]
122 Carleton University
123 DEC - Département d'Etudes Cognitives - ENS Paris
124 FGSES - Faculté de Gouvernance, Sciences Économiques et Sociales [UM6P]
125 UCL - University College of London [London]
126 Susquehanna University
127 UA - University of Antwerp
128 University of Exeter
129 University of Koblenz-Landau
130 Nicolaus Copernicus University [Toruń]
131 UC San Diego - University of California [San Diego]
132 Kyushu University
133 KHAS - Kadir Has University
134 Harvard Business School
135 Vidyasagar College For Women
136 Koç University
137 Hult International Business School
138 Boǧaziçi üniversitesi = Boğaziçi University [Istanbul]
139 Penn State Abington
Manos Tsakiris
- Fonction : Auteur
Benedict Antazo
- Fonction : Auteur
Natalia Bogatyreva
- Fonction : Auteur
Chiara Cerami
- Fonction : Auteur
Chiara Crespi
- Fonction : Auteur
Marzena Cypryańska
- Fonction : Auteur
Justyna Dabrowska
- Fonction : Auteur
Alelie Diato
- Fonction : Auteur
Roberto Di Paolo
- Fonction : Auteur
Hapsa Hossain Farhana
- Fonction : Auteur
César Monroy-Fonseca
- Fonction : Auteur
Zsófia Papp
- Fonction : Auteur
Gaia Chiara Santi
- Fonction : Auteur
Gustav Tinghög
- Fonction : Auteur
Tarik Nesh-Nash
- Fonction : Auteur
Résumé
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 multi-national 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 was found for morality as cooperation, symbolized moral identity, self-control, open-mindedness, collective narcissism, while the inverse relationship was evident for the endorsement of conspiracy theories. However, we also found a non-negligible 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.
Format du dépôt | Fichier |
---|---|
Type de dépôt | Article dans une revue |
Titre |
en
Predicting attitudinal and behavioral responses to COVID-19 pandemic using machine learning
|
Résumé |
en
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 multi-national 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 was found for morality as cooperation, symbolized moral identity, self-control, open-mindedness, collective narcissism, while the inverse relationship was evident for the endorsement of conspiracy theories. However, we also found a non-negligible 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.
|
Auteur(s) |
Tomislav Pavlović
1
, Flavio Azevedo
2
, Koustav De
3
, Julián Riaño-Moreno
4
, Marina Maglić
1
, Theofilos Gkinopoulos
5
, Patricio Andreas Donnelly-Kehoe
6
, César Payán-Gómez
7
, Guanxiong Huang
8
, Jaroslaw Kantorowicz
9
, Michèle Birtel
10
, Philipp Schönegger
11
, Valerio Capraro
12
, Hernando Santamaría-García
13
, Meltem Yucel
14
, Agustin Ibanez
15, 16, 17
, Steve Rathje
2
, Erik Wetter
18
, Dragan Stanojević
19
, Jan-Willem van Prooijen
20
, Eugenia Hesse
21
, Christian T. Elbaek
22
, Renata Franc
1
, Zoran Pavlović
19
, Panagiotis Mitkidis
22
, Aleksandra Cichocka
23
, Michele Gelfand
24
, Mark Alfano
25
, Robert Ross
25
, Hallgeir Sjåstad
26
, John B. Nezlek
27
, Aleksandra Cislak
27
, Patricia Lockwood
28, 29
, Koen Abts
30
, Elena Agadullina
31
, David M. Amodio
32
, Matthew A. J. Apps
28
, John Jamir Benzon Aruta
33
, Sahba Besharati
34
, Alexander Bor
22
, Becky Choma
35
, William Cunningham
35
, Waqas Ejaz
36
, Harry Farmer
10
, Andrej Findor
37
, Biljana Gjoneska
38
, Estrella Gualda
39
, Toan L. D. Huynh
40
, Mostak Ahamed Imran
41
, Jacob Israelashvili
42
, Elena Kantorowicz-Reznichenko
43
, André Krouwel
20
, Yordan Kutiyski
44
, Michael Laakasuo
45
, Claus Lamm
46
, Jonathan Levy
47, 48
, Caroline Leygue
49
, Ming-Jen Lin
50
, Mohammad Sabbir Mansoor
51
, Antoine Marie
22
, Lewend Mayiwar
52
, Honorata Mazepus
9
, Cillian McHugh
53
, Andreas Olsson
54
, Tobias Otterbring
55
, Dominic Packer
56
, Jussi Palomäki
45
, Anat Perry
42
, Michael Bang Petersen
22
, Arathy Puthillam
57
, Tobias Rothmund
58
, Petra C. Schmid
59
, David Stadelmann
60
, Augustin Stoica
61
, Drozdstoy Stoyanov
62
, Kristina Stoyanova
62
, Shruti Tewari
63
, Bojan Todosijević
64
, Benno Torgler
65
, Manos Tsakiris
66, 67
, Hans H. Tung
50
, Radu Gabriel Umbreș
68
, Edmunds Vanags
69
, Madalina Vlasceanu
70
, Andrew J. Vonasch
71
, Yucheng Zhang
72
, Mohcine Abad
73
, Eli Adler
42, 48
, Hamza Alaoui Mdarhri
73
, Benedict Antazo
, F. Ceren Ay
74
, Mouhamadou El Hady Ba
75
, Sergio Barbosa
6
, Brock Bastian
76
, Anton Berg
45
, Michał Białek
77
, Ennio Bilancini
78
, Natalia Bogatyreva
, Leonardo Boncinelli
79
, Jonathan E. Booth
80
, Sylvie Borau
81
, Ondrej Buchel
82
, Chrissie Ferreira de Carvalho
83
, Tatiana Celadin
84
, Chiara Cerami
, Hom Nath Chalise
85
, Xiaojun Cheng
86
, Luca Cian
87
, Kate Cockcroft
34
, Jane Conway
88
, Mateo A. Córdoba-Delgado
13
, Chiara Crespi
, Marie Crouzevialle
59
, Jo Cutler
28, 29
, Marzena Cypryańska
, Justyna Dabrowska
, Victoria Davis
35
, John Paul Minda
89
, Pamala N. Dayley
16
, Sylvain Delouvée
90
, Ognjan Denkovski
32
, Guillaume Dezecache
91
, Nathan Dhaliwal
92
, Alelie Diato
, Roberto Di Paolo
, Uwe Dulleck
93
, Jānis Ekmanis
69
, Tom W. Etienne
94
, Hapsa Hossain Farhana
, Fahima Farkhari
95, 58
, Kristijan Fidanovski
29
, Terry Flew
96
, Shona Fraser
34
, Raymond Boadi Frempong
60
, Jonathan Fugelsang
97
, Jessica Gale
71
, E Begoña García-Navarro
39
, Prasad Garladinne
63
, Kurt Gray
98
, Siobhán M. Griffin
53
, Bjarki Gronfeldt
23
, June Gruber
99
, Eran Halperin
42
, Volo Herzon
45
, Matej Hruška
37
, Matthias F. C. Hudecek
100
, Ozan Isler
93
, Simon Jangard
54
, Frederik Jørgensen
22
, Oleksandra Keudel
101
, Lina Koppel
102
, Mika Koverola
45
, Anton Kunnari
45
, Josh Leota
103
, Eva Lermer
104, 105
, Chunyun Li
106
, Chiara Longoni
107
, Darragh McCashin
108
, Igor Mikloušić
1
, Juliana Molina-Paredes
13
, César Monroy-Fonseca
, Elena Morales-Marente
39
, David Moreau
109
, Rafał Muda
110
, Annalisa Myer
111
, Kyle Nash
112
, Jonas P. Nitschke
46
, Matthew S. Nurse
113
, Victoria Oldemburgo de Mello
35
, Maria Soledad Palacios-Galvez
114, 115
, Jussi Palomäki
45
, Yafeng Pan
116
, Zsófia Papp
, Philip Pärnamets
54
, Mariola Paruzel-Czachura
114, 115
, Silva Perander
45
, Michael Pitman
34
, Ali Raza
99
, Gabriel Gaudencio Rêgo
117
, Claire Robertson
118
, Iván Rodríguez-Pascual
39
, Teemu Saikkonen
119
, Octavio Salvador-Ginez
49
, Waldir M. Sampaio
117
, Gaia Chiara Santi
, David Schultner
32
, Enid Schutte
34
, Andy Scott
120
, Ahmed Skali
121
, Anna Stefaniak
122
, Anni Sternisko
118
, Brent Strickland
123, 124
, Jeffrey Thomas
106
, Gustav Tinghög
, Iris J. Traast
32
, Raffaele Tucciarelli
125
, Michael Tyrala
8
, Nick D. Ungson
126
, Mete Sefa Uysal
58
, Dirk van Rooy
127
, Daniel Västfjäll
102
, Joana K. Vieira
54, 128
, Christian von Sikorski
129
, Alexander C. Walker
34
, Jennifer Watermeyer
34
, Robin Willardt
59
, Michael J. A. Wohl
122
, Adrian Dominik Wójcik
130
, Kaidi Wu
131
, Yuki Yamada
132
, Onurcan Yilmaz
133
, Kumar Yogeeswaran
71
, Carolin-Theresa Ziemer
58
, Rolf A. Zwaan
43
, Paulo Sergio Boggio
117
, Ashley Whillans
134
, Paul A. M. van Lange
20
, Rajib Prasad
135
, Michal Onderco
43
, Cathal O'Madagain
73
, Tarik Nesh-Nash
, Oscar Moreda Laguna
44
, Emily Kubin
129
, Mert Gümren
136
, Ali Fenwick
137
, Arhan S. Ertan
138
, Michael J. Bernstein
139
, Hanane Amara
136
, Jay Joseph van Bavel
70
1
Institute of Social Sciences Ivo Pilar
( 579502 )
- Marulićev trg 19,
PO Box 277,
10000 Zagreb
- Croatie
2
CAM -
University of Cambridge [UK]
( 237843 )
- The Old Schools, Trinity Lane, Cambridge CB2 1TN
- Royaume-Uni
3
UK -
University of Kentucky
( 127973 )
- Lexington, KY 40506-0046, USA
- États-Unis
4
Universidad El Bosque [Bogota]
( 314139 )
- Edificio Fundadores Av. Cra 9 No. 131 A - 02 Bogotá
- Colombie
5
UOC -
University of Crete [Heraklion]
( 91821 )
- Gallos University Campus, GR-74100 Rethymnon, Crete OR Voutes University Campus, 70013 Heraklion
- Grèce
6
Universidad del Rosario [Bogota]
( 81876 )
- Bogota
- Colombie
7
UNAL -
Universidad Nacional de Colombia [Bogotà]
( 323000 )
- Cra 45, Bogotá, Colombie
- Colombie
8
CUHK -
City University of Hong Kong [Hong Kong]
( 32772 )
- 83 Tat Chee Avenue, Kowloon-Hong Kong
- R.A.S. chinoise de Hong Kong
9
Universiteit Leiden = Leiden University
( 121723 )
- Leiden University | 2300 RA Leiden
The Netherlands
- Pays-Bas
10
University of Greenwich
( 470175 )
- Université de Greenwich
Old Royal Naval College, Park Row, London SE10 9LS
+ campus Medway et Avery Hill
- Royaume-Uni
11
University of St Andrews [Scotland]
( 14827 )
- St Andrews KY16 9AJ, Fife, Scotland, UK
- Royaume-Uni
12
Middlesex University [London]
( 114147 )
- Hendon Campus, The Burroughs, Hendon;NW4 4BT;London
- Royaume-Uni
13
Pontifical Xavierian University
( 1146371 )
- Colombie
14
Duke University [Durham]
( 95351 )
- Durham, NC 27708
- États-Unis
15
Universidad Adolfo Ibáñez [Santiago]
( 301544 )
- Diagonal Las Torres 2640, Santiago, Región Metropolitana
- Chili
16
UC -
University of California
( 471291 )
- États-Unis
17
Trinity College Dublin
( 22205 )
- College Green, Dublin 2, Ireland
- Irlande
18
SSE -
Stockholm School of Economics
( 50866 )
- Box 6501, SE-113 83 Stockholm
- Suède
19
University of Belgrade [Belgrade]
( 167343 )
- Studentski Trg 1, 11000 Belgrade
- Serbie
20
VU -
Vrije Universiteit Amsterdam [Amsterdam]
( 62433 )
- De Boelelaan 1105 1081 HV Amsterdam
- Pays-Bas
21
UMSA -
Universidad Mayor de San Andrés
( 108437 )
- La Paz
- Bolivie
22
Aarhus University [Aarhus]
( 19908 )
- Nordre Ringgade 1 DK-8000 Aarhus C
- Danemark
23
University of Kent [Canterbury]
( 300739 )
- Canterbury,
Kent,
CT2 7NZ
- Royaume-Uni
24
Stanford University
( 73500 )
- 450 Serra Mall, Stanford, CA 94305-2004
- États-Unis
25
Macquarie University
( 300713 )
- Balaclava Road, North Ryde , NSW, 2109, Australia
- Australie
26
Norwegian School of Economics and Business Administration
( 301149 )
-
- France
27
SWPS -
SWPS University of Social Sciences and Humanities
( 1036209 )
- Chodakowska 19/31, 03-815 Warszawa, Poland
- Pologne
28
University of Birmingham [Birmingham]
( 421435 )
- Edgbaston
Birmingham B15 2TT
- Royaume-Uni
29
University of Oxford
( 302612 )
- Wellington Square, Oxford OX1 2JD
- Royaume-Uni
30
KU Leuven -
Catholic University of Leuven = Katholieke Universiteit Leuven
( 300656 )
- Oude Markt 13 - bus 5005, 3000 Leuven
- Belgique
31
HSE -
Vysšaja škola èkonomiki = National Research University Higher School of Economics [Moscow]
( 466917 )
- 20 Myasnitskaya Ulitsa, 101000 Moscow
- Russie
32
UvA -
University of Amsterdam [Amsterdam] = Universiteit van Amsterdam
( 120654 )
- Spui 21 1012 WX Amsterdam
- Pays-Bas
33
Sunway University [Malaysia]
( 461220 )
- 5 Jalan Universiti Bandar Sunway Selangor Malaysia
- Malaisie
34
WITS -
University of the Witwatersrand [Johannesburg]
( 12196 )
- Private Bag 3 2050 WITS Johannesburg, South Africa
- Afrique du Sud
35
University of Toronto
( 300722 )
- 27 King's College Circle, Toronto M5S 1A1
- Canada
36
NUST -
National University of Sciences and Technology [Islamabad]
( 527366 )
- Islamabad
- Pakistan
37
Comenius University in Bratislava
( 356196 )
- Univerzita Komenského v Bratislave, Šafárikovo námestie 6, 814 99 Bratislava
- Slovaquie
38
MASA -
Macedonian Academy of Sciences and Arts [Skopje, North Macedonia]
( 1063254 )
- Krste Misirkov 2, 1000 Skopje, Republic of Macedonia.
- Macédoine du Nord
39
Universidad de Huelva
( 182873 )
- Dr. Cantero Cuadrado, 6. 21004 Huelva
- Espagne
40
University of Southampton
( 300666 )
- University Road, Southampton SO17 1BJ
- Royaume-Uni
41
BRAC University
( 353656 )
- Bangladesh
42
HUJ -
The Hebrew University of Jerusalem
( 102986 )
- Jerusalem 91905
- Israël
43
Erasmus University Rotterdam
( 485122 )
- Pays-Bas
44
Kieskompas
( 1146372 )
- Rombout Hogerbeetstraat 78, 1052 XH Amsterdam
- Pays-Bas
45
Helsingin yliopisto = Helsingfors universitet = University of Helsinki
( 50895 )
- Yliopistonkatu 4, 00100 Helsinki
- Finlande
46
University of Vienna [Vienna]
( 107975 )
- Universitätsring 1, 1010 Wien
- Autriche
47
RUNI -
Reichman University [Herzliya]
( 1143977 )
- 8 Ha'Universita st. Herzliya 4610101
- Israël
48
Aalto University
( 360464 )
- P.O. Box 11000, FI-00076 Aalto
- Finlande
49
UNAM -
Universidad Nacional Autónoma de México = National Autonomous University of Mexico
( 250023 )
- Av. Universidad 3004, Col, Copilco Universidad, Coyoacán, 04510 Ciudad de México,
- Mexique
50
NTU -
National Taiwan University [Taiwan]
( 110803 )
- No. 1, Sec. 4, Roosevelt Road, Taipei, 10617 Taiwan
- Taïwan
51
HEMS School
( 1146373 )
- Népal
52
BI Norwegian Business School [Oslo]
( 468786 )
- Nydalsveien 37, 0484 Oslo, Norway
- Norvège
53
UL -
University of Limerick
( 254499 )
- Irlande
54
Karolinska Institutet [Stockholm]
( 302344 )
- Solnavägen 1, 171 77 Solna
Stockholm
- Suède
55
UIA -
University of Agder
( 301147 )
- Postboks 422, 4604 Kristiansand
- Norvège
56
Lehigh University [Bethlehem]
( 57258 )
- 27 Memorial Drive West, Bethlehem, PA 18015
- États-Unis
57
Monk Prayogshala
( 1146374 )
- Inde
58
Friedrich-Schiller-Universität = Friedrich Schiller University Jena [Jena, Germany]
( 554401 )
- Universitätshauptgebäude,
Fürstengraben 1,
07743 Jena
- Allemagne
59
ETH Zürich -
Eidgenössische Technische Hochschule - Swiss Federal Institute of Technology [Zürich]
( 180925 )
- Hauptgebäude, Rämistrasse 101, 8092 Zürich
- Suisse
60
University of Bayreuth
( 558206 )
- 95440 Bayreuth
- Allemagne
61
SNSPA -
National School of Political and Administrative Studies
( 1100359 )
- Bucarest
- Roumanie
62
Plovdiv University "Paisii Hilendarski"
( 312759 )
- Rectorate, Plovdiv, 24 Tsar Assen Str
- Bulgarie
63
IMM Indore -
Indian Institute of Management Indore
( 540930 )
- Rau-Pithampur Road, Indore - 453556, Madhya Pradesh
- Inde
64
Institute of Social Sciences Belgrade
( 1146375 )
- Serbie
65
QUT -
Queensland University of Technology [Brisbane]
( 93528 )
- Brisbanne 4001 Queensland Australia
- Australie
66
RHUL -
Royal Holloway [University of London]
( 300800 )
- Egham, Surrey, TW20 0EX
- Royaume-Uni
67
University of London [London]
( 442694 )
- University of London, Senate House, Malet Street, London, WC1E 7HU
- Royaume-Uni
68
National University of Political Studies and Public Administration
( 1077083 )
- Bucharest
- Roumanie
69
LU -
University of Latvia
( 305048 )
- Raiņa bulvāris 19, Centra rajons, Rīga, LV-1586
- Lettonie
70
NYU -
New York University [New York]
( 300459 )
- 70 Washington Square South, New York, NY 10012
- États-Unis
71
University of Canterbury [Christchurch]
( 300998 )
- 20 Kirkwood Avenue, Upper Riccarton, Christchurch 8041, Nouvelle-Zélande
- Nouvelle-Zélande
72
Hebei University of Technology [Tianjin]
( 500954 )
- Chine
73
UM6P -
Université Mohammed VI Polytechnique [Ben Guerir]
( 554240 )
- Mohammed VI Polytechnic University
University of Mohamed VI Polytechnic
Lot 660, Hay Moulay Rachid Ben Guerir, 43150
- Maroc
74
AnsuR Technologies [Fornebu]
( 521444 )
- Martin Linges vei 25, 1364 Fornebu
- Norvège
75
UCAD -
Université Cheikh Anta Diop de Dakar [Sénégal]
( 1175215 )
- Université Cheikh Anta Diop de Dakar - Rectorat, BP 5005 Dakar-fann
- Sénégal
76
Victoria University [Melbourne]
( 450376 )
- Australie
77
UWr -
University of Wrocław [Poland]
( 450377 )
- Pl. Uniwersytecki 1
50-137 Wrocław
- Pologne
78
IMT Institute for Advanced Studies [Lucca]
( 301837 )
- Piazza S.Francesco, 19, 55100 Lucca LU
- Italie
79
UniFI -
Università degli Studi di Firenze = University of Florence = Université de Florence
( 148408 )
- Piazza di San Marco, 4, 50121 Firenze FI, Italie
- Italie
80
LSE -
London School of Economics and Political Science
( 328453 )
- Houghton Street, London WC2A 2AE
- Royaume-Uni
81
TBS Education
( 1096916 )
- France
82
SAS -
Slovak Academy of Science [Bratislava]
( 308997 )
- Štefánikova 898/49, 811 04 Staré Mesto - Bratislava
- Slovaquie
83
UDESC -
Santa Catarina State University
( 484937 )
- Av. Madre Benvenuta, 2007
Itacorubi, Florianópolis / SC
- Brésil
84
UNIBO -
Alma Mater Studiorum Università di Bologna = University of Bologna
( 30978 )
- Via Zamboni, 33 - 40126 Bologna
- Italie
85
Tribhuvan University
( 554296 )
- Kirtipur 44618, Népal
- Népal
86
Shenzhen Univerisity [Shenzhen]
( 444338 )
- 3688 Nanhai Ave, Nanshan, Shenzhen, Guangdong, Chine, 518060
- Chine
87
University of Virginia
( 329139 )
- P.O. Box 400229, Charlottesville, VA 22904-4229
- États-Unis
88
UT Capitole -
Université Toulouse Capitole
( 81148 )
- 2 rue du Doyen-Gabriel-Marty - 31042 Toulouse Cedex 9
- France
89
UWO -
University of Western Ontario
( 318728 )
- 1151 Richmond St, London, ON, N6A 3K7, Canada
- Canada
90
UR2 -
Université de Rennes 2
( 406201 )
- Place du recteur Henri Le Moal - CS 24307 - 35043 Rennes cedex
- France
91
LAPSCO -
Laboratoire de Psychologie Sociale et Cognitive
( 1063675 )
- UFR Psychologie - Bâtiment Paul Collomb, 34 Avenue Carnot, 63001 Clermont-Ferrand
- France
92
UBC -
University of British Columbia
( 366034 )
- Vancouver Campus, , 2329 West Mall, Vancouver, BC, V6T 1Z4 /
Okanagan Campus, 3333 University Way, Kelowna, BC, V1V 1V7
- Canada
93
UQ [All campuses : Brisbane, Dutton Park Gatton, Herston, St Lucia and other locations] -
The University of Queensland
( 250752 )
- Brisbane, St Lucia, QLD 4072
- Australie
94
Penn State -
Pennsylvania State University
( 452398 )
- 201 Old Main, University Park, Pennsylvania 16802
- États-Unis
95
WWU -
Westfälische Wilhelms-Universität Münster = University of Münster
( 325710 )
- Universität Münster Schlossplatz 2 48149 Münster
- Allemagne
96
The University of Sydney
( 374701 )
- New South Wales 2006
- Australie
97
University of Waterloo [Waterloo]
( 301081 )
- 200 University Avenue West, Waterloo, ON, Canada N2L 3G1
- Canada
98
UNC -
University of North Carolina [Chapel Hill]
( 44261 )
- 250 East Franklin Street, Chapel Hill, NC,
- États-Unis
99
University of Colorado [Boulder]
( 302215 )
- Boulder, Colorado 80309
- États-Unis
100
University of Regensburg
( 532584 )
- Universitätsstraße 31
93053 Regensburg
- Allemagne
101
KSE -
Kyiv School of economic
( 1095798 )
- Ukraine
102
LIU -
Linköping University
( 302346 )
- SE-581 83 Linköping
- Suède
103
Monash University [Clayton]
( 419018 )
- Clayton, VIC 3800, Australia
- Australie
104
Ansbach University of Applied Sciences
( 1064968 )
- Allemagne
105
LMU -
Ludwig Maximilian University [Munich] = Ludwig Maximilians Universität München
( 460393 )
- Professor-Huber-Platz 2, 80539 München, Allemagne
- Allemagne
106
LSE -
Department of Management - London School of Economics and Political Science
( 243308 )
- Houghton Street London WC2A 2AE
- Royaume-Uni
107
QSB -
Questrom School of Business
( 568515 )
- 595 Commonwealth Ave, Boston, MA 02215
- États-Unis
108
DCU -
Dublin City University [Dublin]
( 300829 )
- Glanevin, Dublin 9
- Irlande
109
University of Auckland [Auckland]
( 160272 )
- Private Bag 92019 Auckland 1142
- Nouvelle-Zélande
110
UMCS -
Maria Curie-Sklodowska University
( 307505 )
- 20-031 Lublin
- Pologne
111
CUNY -
City University of New York [New York]
( 302931 )
- 217 East 42 St, New York, NY 10017
- États-Unis
112
University of Alberta
( 98298 )
- 116 St & 85 Ave, Edmonton, AB T6G 2R3
- Canada
113
ANU -
Australian National University
( 74662 )
- The Australian National University Canberra ACT 0200 Australia
- Australie
114
University of Silesia in Katowice
( 303467 )
- ul. Bankowa 12, 40-007 Katowice
- Pologne
115
UCM -
Universidad Complutense de Madrid = Complutense University of Madrid [Madrid]
( 48181 )
- Avda. de Séneca, 2, Ciudad Universitaria, 28040 Madrid
- Espagne
116
Zhejiang University
( 8138 )
- 866 Yuhangtang Road * Hangzhou * Zhejiang Province * 310058 * P. R. China
- Chine
117
UPM -
Mackenzie Presbyterian University [São Paulo]
( 480492 )
- Brésil
118
NYU Department of Psychology [New-York University]
( 476117 )
- New York, État de New York 10003, États-Unis
- États-Unis
119
University of Turku
( 300810 )
- 20014 Turun yliopisto, Finland
- Finlande
120
CCNY -
City College of New York [CUNY]
( 312654 )
- 160 Convent Ave, New York, NY 10031, États-Unis
- États-Unis
121
University of Groningen [Groningen]
( 131861 )
- PO Box 72 , 9700 AB Groningen
- Pays-Bas
122
Carleton University
( 208909 )
- 1125 Colonel By Drive Ottawa, ON, Canada
- Canada
123
DEC -
Département d'Etudes Cognitives - ENS Paris
( 91936 )
- Ecole normale supérieure
29, rue d'Ulm
75230 Paris cedex 05
- France
124
FGSES -
Faculté de Gouvernance, Sciences Économiques et Sociales [UM6P]
( 1067992 )
- Faculty of Governance, Economics and Social Sciences (FGSES)
Rabat
- Maroc
125
UCL -
University College of London [London]
( 300875 )
- Gower Street, London WC1E 6BT
- Royaume-Uni
126
Susquehanna University
( 485371 )
- États-Unis
127
UA -
University of Antwerp
( 302250 )
- Prinsstraat 13, 2000 Antwerpen
- Belgique
128
University of Exeter
( 169802 )
- Mail Room, The Old Library
Prince of Wales Road
Exeter, Devon UK
EX4 4SB
- Royaume-Uni
129
University of Koblenz-Landau
( 147310 )
- Universitätsstr. 1, 56070 Koblenz, Germany
- Allemagne
130
Nicolaus Copernicus University [Toruń]
( 489854 )
- ul. Gagarina 11, 87-100 Torun
- Pologne
131
UC San Diego -
University of California [San Diego]
( 300717 )
- UCSD, 9500 Gilman Dr., La Jolla, CA 92093 USA
- États-Unis
132
Kyushu University
( 21443 )
- 744 Motooka Nishi-ku
Fukuoka 819-0395
- Japon
133
KHAS -
Kadir Has University
( 336781 )
- Turquie
134
Harvard Business School
( 486577 )
- Soldiers Field Park Boston MA 02163 USA
- États-Unis
135
Vidyasagar College For Women
( 1146381 )
- Inde
136
Koç University
( 490017 )
- Rumelifeneri Yolu, 34450 Sarıyer-İstanbul
- Turquie
137
Hult International Business School
( 1146376 )
- Émirats arabes unis
138
Boǧaziçi üniversitesi = Boğaziçi University [Istanbul]
( 183131 )
- 34342 Bebek, Istanbul
- Turquie
139
Penn State Abington
( 460220 )
- 1600 Woodland Rd, Abington, PA 19001, États-Unis
- États-Unis
|
Licence |
Paternité
|
Volume |
1
|
Numéro |
3
|
Langue du document |
Anglais
|
Nom de la revue |
|
Vulgarisation |
Non
|
Comité de lecture |
Oui
|
Audience |
Internationale
|
Date de publication |
2022-07
|
Domaine(s) |
|
Projet(s) ANR |
|
Mots-clés |
en
COVID-19, social distancing, hygiene, policy support, public health measures
|
DOI | 10.1093/pnasnexus/pgac093 |
Pubmed Id | 35990802 |
PubMed Central | PMC9381137 |
Origine :
Fichiers éditeurs autorisés sur une archive ouverte
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