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Mascaro L, Leota J, Hoffman D, Rajaratnam SMW, Drummond SPA, Facer-Childs ER. Disruptions to sleep and circadian rhythms are associated with poorer athlete mental health in female, but not male, elite Australian Rules footballers. J Sleep Res 2024:e14186. [PMID: 38471498 DOI: 10.1111/jsr.14186] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2023] [Revised: 12/26/2023] [Accepted: 02/16/2024] [Indexed: 03/14/2024]
Abstract
Elite athletes are vulnerable to sleep and circadian disruption and associated mental health symptoms. This study aimed to investigate sex differences in sleep, circadian rhythms, and mental health, as well as the moderating role of sex in the prediction of mental health, among male professional and female semi-professional elite athletes. Participants were 87 elite Australian Rules football (ARF) athletes (43% female; mean [standard deviation] age 24.0 [4.1] years). Participants completed baseline questionnaires, 2 weeks of sleep/wake monitoring via actigraphy, and a circadian phase assessment (dim-light melatonin onset [DLMO]). Cross-sectional data were collected in training-only Australian Football League (AFL) Men's and Women's pre-season periods, with 53 providing data in two pre-seasons. Female athletes, relative to males, reported poorer mental health (a higher athlete psychological strain score), had a later mid-sleep time (by 28 min), reported a greater preference towards eveningness, and displayed a later circadian phase (by 33 min). For female athletes, lower sleep efficiency and lower sleep regularity were associated with poorer mental health. For female athletes, there were U-shaped relationships between both morningness-eveningness and phase angle (interval between sleep onset and DLMO time) and mental health. No significant relationships were found for male athletes. In summary, elite female ARF athletes reported poorer mental health, relative to males, especially when experiencing sleep or circadian disruption. Lifestyle factors associated with sex differences in ARF professionalism (scheduling, finances, supports) may contribute to these findings. Programmes to improve sleep, circadian alignment, and mental health among female semi-professional elite athletes should be strongly considered.
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Affiliation(s)
- Luis Mascaro
- Turner Institute for Brain and Mental Health, Monash University, Melbourne, Victoria, Australia
- School of Psychological Sciences, Monash University, Melbourne, Victoria, Australia
| | - Josh Leota
- Turner Institute for Brain and Mental Health, Monash University, Melbourne, Victoria, Australia
- School of Psychological Sciences, Monash University, Melbourne, Victoria, Australia
| | - Daniel Hoffman
- Turner Institute for Brain and Mental Health, Monash University, Melbourne, Victoria, Australia
- School of Psychological Sciences, Monash University, Melbourne, Victoria, Australia
| | - Shantha M W Rajaratnam
- Turner Institute for Brain and Mental Health, Monash University, Melbourne, Victoria, Australia
- School of Psychological Sciences, Monash University, Melbourne, Victoria, Australia
| | - Sean P A Drummond
- Turner Institute for Brain and Mental Health, Monash University, Melbourne, Victoria, Australia
- School of Psychological Sciences, Monash University, Melbourne, Victoria, Australia
| | - Elise R Facer-Childs
- Turner Institute for Brain and Mental Health, Monash University, Melbourne, Victoria, Australia
- School of Psychological Sciences, Monash University, Melbourne, Victoria, Australia
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2
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Sim JE, Leota J, Mascaro L, Hoffman D, Facer-Childs ER. Sleep patterns before and after competition: A real-world examination of elite athletes. J Sports Sci 2023; 41:2014-2026. [PMID: 38314742 DOI: 10.1080/02640414.2024.2308960] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2023] [Accepted: 01/12/2024] [Indexed: 02/07/2024]
Abstract
Good sleep before and after competitions is crucial to cognitive, physiological performance and recovery. Yet, elite athletes face a unique set of challenges when acquiring good sleep before and after competitions, and indeed commonly report sleep problems when it matters most. This study examined the sleep of elite athletes before and after competition compared to before and after free days. A total of 1808 unique nights of actigraphy (n = 1495) and sleep diary (n = 1335) data from elite Australian Football League and National Rugby League male athletes (N = 85, M-age = 24.4 ± 3.6) were collected and analysed using multi-level mixed models. On nights before competitions, athletes advanced sleep timings (p < .001, d = 0.63) and increased total sleep time (p < .001, d = 0.65) compared to nights before free days. On nights after competitions, athletes delayed sleep timings (p < .001, d = 1.64), reduced total sleep time (p < .001, d = 1.28), and had significantly worse quality sleep (p < .001, d = 0.71) compared to nights after free days. Sleep was especially worse following night competitions. While elite athletes and organisations may be implementing effective sleep strategies to optimise sleep the night before competitions, strategies to improve sleep after competitions may be lacking. We discuss potential factors contributing to this asymmetry and propose areas for research moving forward.
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Affiliation(s)
- Jian En Sim
- School of Psychological Sciences, Monash University, Melbourne, Australia
- Turner Institute for Brain and Mental Health, Monash University, Melbourne, Australia
| | - Josh Leota
- School of Psychological Sciences, Monash University, Melbourne, Australia
- Turner Institute for Brain and Mental Health, Monash University, Melbourne, Australia
| | - Luis Mascaro
- School of Psychological Sciences, Monash University, Melbourne, Australia
- Turner Institute for Brain and Mental Health, Monash University, Melbourne, Australia
| | - Daniel Hoffman
- School of Psychological Sciences, Monash University, Melbourne, Australia
- Turner Institute for Brain and Mental Health, Monash University, Melbourne, Australia
| | - Elise R Facer-Childs
- School of Psychological Sciences, Monash University, Melbourne, Australia
- Turner Institute for Brain and Mental Health, Monash University, Melbourne, Australia
- High Performance Department, St Kilda Football Club, Australian Football League, Melbourne, Australia
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3
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Azevedo F, Pavlović T, Rêgo GG, Ay FC, Gjoneska B, Etienne TW, Ross RM, Schönegger P, Riaño-Moreno JC, Cichocka A, Capraro V, Cian L, Longoni C, Chan HF, Van Bavel JJ, Sjåstad H, Nezlek JB, Alfano M, Gelfand MJ, Birtel MD, Cislak A, Lockwood PL, Abts K, Agadullina E, Aruta JJB, Besharati SN, Bor A, Choma BL, Crabtree CD, Cunningham WA, De K, Ejaz W, Elbaek CT, Findor A, Flichtentrei D, Franc R, Gruber J, Gualda E, Horiuchi Y, Huynh TLD, Ibanez A, Imran MA, Israelashvili J, Jasko K, Kantorowicz J, Kantorowicz-Reznichenko E, Krouwel A, Laakasuo M, Lamm C, Leygue C, Lin MJ, Mansoor MS, Marie A, Mayiwar L, Mazepus H, McHugh C, Minda JP, Mitkidis P, Olsson A, Otterbring T, Packer DJ, Perry A, Petersen MB, Puthillam A, Rothmund T, Santamaría-García H, Schmid PC, Stoyanov D, Tewari S, Todosijević B, Tsakiris M, Tung HH, Umbres RG, Vanags E, Vlasceanu M, Vonasch A, Yucel M, Zhang Y, Abad M, Adler E, Akrawi N, Mdarhri HA, Amara H, Amodio DM, Antazo BG, Apps M, Ba MH, Barbosa S, Bastian B, Berg A, Bernal-Zárate MP, Bernstein M, Białek M, Bilancini E, Bogatyreva N, Boncinelli L, Booth JE, Borau S, Buchel O, Cameron CD, Carvalho CF, Celadin T, Cerami C, Chalise HN, Cheng X, Cockcroft K, Conway J, Córdoba-Delgado MA, Crespi C, Crouzevialle M, Cutler J, Cypryańska M, Dabrowska J, Daniels MA, Davis VH, Dayley PN, Delouvée S, Denkovski O, Dezecache G, Dhaliwal NA, Diato AB, Di Paolo R, Drosinou M, Dulleck U, Ekmanis J, Ertan AS, Farhana HH, Farkhari F, Farmer H, Fenwick A, Fidanovski K, Flew T, Fraser S, Frempong RB, Fugelsang JA, Gale J, Garcia-Navarro EB, Garladinne P, Ghajjou O, Gkinopoulos T, Gray K, Griffin SM, Gronfeldt B, Gümren M, Gurung RL, Halperin E, Harris E, Herzon V, Hruška M, Huang G, Hudecek MFC, Isler O, Jangard S, Jorgensen FJ, Kachanoff F, Kahn J, Dangol AK, Keudel O, Koppel L, Koverola M, Kubin E, Kunnari A, Kutiyski Y, Laguna OM, Leota J, Lermer E, Levy J, Levy N, Li C, Long EU, Maglić M, McCashin D, Metcalf AL, Mikloušić I, El Mimouni S, Miura A, Molina-Paredes J, Monroy-Fonseca C, Morales-Marente E, Moreau D, Muda R, Myer A, Nash K, Nesh-Nash T, Nitschke JP, Nurse MS, Ohtsubo Y, de Mello VO, O'Madagain C, Onderco M, Palacios-Galvez MS, Palomöki J, Pan Y, Papp Z, Pärnamets P, Paruzel-Czachura M, Pavlović Z, Payán-Gómez C, Perander S, Pitman MM, Prasad R, Pyrkosz-Pacyna J, Rathje S, Raza A, Rhee K, Robertson CE, Rodríguez-Pascual I, Saikkonen T, Salvador-Ginez O, Santi GC, Santiago-Tovar N, Savage D, Scheffer JA, Schultner DT, Schutte EM, Scott A, Sharma M, Sharma P, Skali A, Stadelmann D, Stafford CA, Stanojević D, Stefaniak A, Sternisko A, Stoica A, Stoyanova KK, Strickland B, Sundvall J, Thomas JP, Tinghög G, Torgler B, Traast IJ, Tucciarelli R, Tyrala M, Ungson ND, Uysal MS, Van Lange PAM, van Prooijen JW, van Rooy D, Västfjäll D, Verkoeijen P, Vieira JB, von Sikorski C, Walker AC, Watermeyer J, Wetter E, Whillans A, White K, Habib R, Willardt R, Wohl MJA, Wójcik AD, Wu K, Yamada Y, Yilmaz O, Yogeeswaran K, Ziemer CT, Zwaan RA, Boggio PS, Sampaio WM. Social and moral psychology of COVID-19 across 69 countries. Sci Data 2023; 10:272. [PMID: 37169799 PMCID: PMC10173241 DOI: 10.1038/s41597-023-02080-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2022] [Accepted: 03/16/2023] [Indexed: 05/13/2023] Open
Abstract
The COVID-19 pandemic has affected all domains of human life, including the economic and social fabric of societies. One of the central strategies for managing public health throughout the pandemic has been through persuasive messaging and collective behaviour change. To help scholars better understand the social and moral psychology behind public health behaviour, we present a dataset comprising of 51,404 individuals from 69 countries. This dataset was collected for the International Collaboration on Social & Moral Psychology of COVID-19 project (ICSMP COVID-19). This social science survey invited participants around the world to complete a series of moral and psychological measures and public health attitudes about COVID-19 during an early phase of the COVID-19 pandemic (between April and June 2020). The survey included seven broad categories of questions: COVID-19 beliefs and compliance behaviours; identity and social attitudes; ideology; health and well-being; moral beliefs and motivation; personality traits; and demographic variables. We report both raw and cleaned data, along with all survey materials, data visualisations, and psychometric evaluations of key variables.
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Affiliation(s)
- Flavio Azevedo
- Department of Psychology, University of Cambridge, Cambridge, England.
- Institute of Communication Science, Friedrich-Schiller University Jena, Jena, Germany.
| | | | - Gabriel G Rêgo
- Social and Cognitive Neuroscience Laboratory, Mackenzie Presbyterian University, São Paulo, Brazil
| | - F Ceren Ay
- Department of Economics, Norwegian School of Economics, Bergen, Norway
- Telenor Research, Oslo, Norway
| | - Biljana Gjoneska
- Macedonian Academy of Sciences and Arts, Skopje, Republic of North Macedonia
| | - Tom W Etienne
- Kieskompas - Election Compass, Amsterdam, Netherlands
- Department of Political Science & Annenberg School for Communication, University of Pennsylvania, Philadelphia, PA, USA
| | - Robert M Ross
- Department of Psychology, Macquarie University, Sydney, NSW, Australia
| | - Philipp Schönegger
- Department of Philosophy, University of St Andrews, St Andrews, Scotland
- School of Economics and Finance, University of St Andrews, St Andrews, Scotland
| | - Julián C Riaño-Moreno
- Medicine Faculty, Cooperative University of Colombia, Villavicencio, Colombia
- Department of Bioethics, El Bosque University, Bogotá, Colombia
| | | | - Valerio Capraro
- Department of Economics, Middlesex University London, London, England
| | - Luca Cian
- Darden School of Business, University of Virginia, Charlottesville, VA, USA
| | - Chiara Longoni
- Questrom School of Business, Boston University, Boston, MA, USA
| | - Ho Fai Chan
- School of Economics and Finance, Queensland University of Technology, Brisbane, QLD, Australia
- Center for Behavioural Economics, Society and Technology, Queensland University of Technology, Brisbane, QLD, Australia
| | - Jay J Van Bavel
- Department of Psychology and Neural Science, New York University, New York, NY, USA
| | - Hallgeir Sjåstad
- Department of Strategy and Management, Norwegian School of Economics, Bergen, Norway
| | - John B Nezlek
- SWPS University of Social Sciences and Humanities, Warsaw, Poland
- Department of Psychological Sciences, College of William and Mary, Williamsburg, VA, USA
| | - Mark Alfano
- Department of Philosophy, Macquarie University, Sydney, NSW, Australia
| | - Michele J Gelfand
- Stanford Graduate School of Business, Stanford University, Stanford, CA, USA
| | - Michèle D Birtel
- School of Human Sciences, Institute for Lifecourse Development, University of Greenwich, London, England
| | | | - Patricia L Lockwood
- Department of Experimental Psychology, University of Oxford, Oxford, England
- Center for Human Brain Health, School of Psychology, University of Birmingham, Birmingham, England
| | | | - Elena Agadullina
- National Research University Higher School of Economics (HSE), Moscow, Russia
| | | | | | - Alexander Bor
- Department of Political Science, Aarhus University, Aarhus, Denmark
| | | | | | | | - Koustav De
- Gatton College of Business and Economics, University of Kentucky, Lexington, KY, USA
| | - Waqas Ejaz
- Department of Mass Communication, National University of Science and Technology (NUST), Islamabad, Pakistan
| | | | - Andrej Findor
- Faculty of Social and Economic Sciences, Comenius University, Bratislava, Slovakia
| | | | - Renata Franc
- Institute of Social Sciences Ivo Pilar, Zagreb, Croatia
| | - June Gruber
- University of Colorado Boulder, Boulder, CO, USA
| | - Estrella Gualda
- ESEIS/COIDESO [ESEIS, Social Studies and Social Intervention Research Center; COIDESO, COIDESO, Center for Research in Contemporary Thought and Innovation for Social Development], University of Huelva, Huelva, Spain
- Faculty of Social Work, University of Huelva, Huelva, Spain
| | - Yusaku Horiuchi
- Department of Government, Dartmouth College, Hanover, NH, USA
| | | | - Agustin Ibanez
- Latin American Brain Health Institute (BrainLat), Universidad Adolfo Ibáñez, Santiago, Chile
- Cognitive Neuroscience Center (CNC), University of San Andrés, Buenos Aires, Argentina
- Global Brain Health Institute (GBHI), University of California San Francisco (UCSF), California, US; & Trinity College Dublin (TCD), Dublin, Ireland
| | - Mostak Ahamed Imran
- Department of Educational and Counselling Psychology, University of Dhaka, Dhaka, Bangladesh
| | - Jacob Israelashvili
- Department of Psychology, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Katarzyna Jasko
- Institute of Psychology, Jagiellonian University, Kraków, Poland
| | - Jaroslaw Kantorowicz
- Institute of Security and Global Affairs, Leiden University, The Hague, Netherlands
| | | | - André Krouwel
- Department of Political Science, Vrije University (VU) Amsterdam, Amsterdam, Netherlands
| | - Michael Laakasuo
- Department of Digital Humanities, University of Helsinki, Helsinki, Finland
| | - Claus Lamm
- Department of Cognition, Emotion, and Methods in Psychology, University of Vienna, Vienna, Austria
| | - Caroline Leygue
- School of Psychology, National Autonomous University of Mexico, Mexico City, Mexico
| | - Ming-Jen Lin
- Department of Economics, National Taiwan University, Taipei, Taiwan
- Center for Research in Econometric Theory and Applications, National Taiwan University, Taipei, Taiwan
| | | | - Antoine Marie
- Department of Political Science, Aarhus University, Aarhus, Denmark
| | - Lewend Mayiwar
- Department of Leadership and Organizational Behavior, BI Norwegian Business School, Oslo, Norway
| | - Honorata Mazepus
- Institute of Security and Global Affairs, Leiden University, Leiden, Netherlands
- Faculty of Governance and Global Affairs, Leiden University, Leiden, Netherlands
| | - Cillian McHugh
- Department of Psychology, University of Limerick, Limerick, Ireland
| | - John Paul Minda
- Department of Psychology, The University of Western Ontario, London, ON, Canada
| | - Panagiotis Mitkidis
- Department of Management, Aarhus University, Aarhus, Denmark
- Center for Advanced Hindsight, Duke University, Durham, NC, USA
| | - Andreas Olsson
- Department of Clinical Neuroscience, Karolinska Institute, Solna, Sweden
| | - Tobias Otterbring
- Department of Management, University of Agder, Kristiansand, Norway
- Institute of Retail Economics, Stockholm, Sweden
| | | | - Anat Perry
- Department of Psychology, The Hebrew University of Jerusalem, Jerusalem, Israel
| | | | | | - Tobias Rothmund
- Institute of Communication Science, Friedrich-Schiller University Jena, Jena, Germany
| | | | - Petra C Schmid
- Department of Management, Technology, and Economics, ETH Zürich, Zürich, Switzerland
| | - Drozdstoy Stoyanov
- Department of Psychiatry and Medical Psychology, Research Institute, Medical University of Plovdiv, Plovdiv, Bulgaria
| | - Shruti Tewari
- Humanities and Social Sciences, Indian Institute of Management, Indore, India
| | | | - Manos Tsakiris
- Department of Psychology, Royal Holloway, University of London, London, England
- Center for the Politics of Feelings, School of Advanced Study, University of London, London, England
- Department of Behavioral and Cognitive Sciences, Faculty of Humanities, Education and Social Sciences, University of Luxembourg, Luxembourg City, Luxembourg
| | - Hans H Tung
- Center for Research in Econometric Theory and Applications, National Taiwan University, Taipei, Taiwan
- Department of Political Science, National Taiwan University, Taipei, Taiwan
| | - Radu G Umbres
- Faculty of Political Science, National School for Political Studies and Public Administration, Bucharest, Romania
| | - Edmunds Vanags
- Department of Psychology, University of Latvia, Riga, Latvia
| | | | - Andrew Vonasch
- Department of Psychology, Speech, and Hearing, University of Canterbury, Christchurch, New Zealand
| | - Meltem Yucel
- Department of Psychology and Neuroscience, Duke University, Durham, NC, USA
- Department of Psychology, University of Virginia, Charlottesville, VA, USA
| | - Yucheng Zhang
- School of Economics and Management, Hebei University of Technology, Tianjin, PR China
| | - Mohcine Abad
- School of Collective Intelligence, Mohammed VI Polytechnic University, Ben Guerir, Morocco
| | - Eli Adler
- Department of Psychology, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Narin Akrawi
- Institute for Research and Development-Kurdistan, Middle East, Iraq
| | - Hamza Alaoui Mdarhri
- School of Collective Intelligence, Mohammed VI Polytechnic University, Ben Guerir, Morocco
| | - Hanane Amara
- Impact For Development, North Africa, Rabat, Morocco
| | - David M Amodio
- Department of Psychology and Neural Science, New York University, New York, NY, USA
- Department of Psychology, University of Amsterdam, Amsterdam, Netherlands
| | - Benedict G Antazo
- Department of Psychology, Jose Rizal University, Mandaluyong, Philippines
| | - Matthew Apps
- Center for Human Brain Health, School of Psychology, University of Birmingham, Birmingham, England
| | | | - Sergio Barbosa
- School of Medicine and Health Sciences, University of Rosario, Bogotá, Colombia
- Moral Psychology and Decision Sciences Research Incubator, University of Rosario, Bogotá, Colombia
| | - Brock Bastian
- School of Psychological Sciences, University of Melbourne, Parkville, VIC, Australia
| | - Anton Berg
- Department of Digital Humanities, University of Helsinki, Helsinki, Finland
| | | | - Michael Bernstein
- Department of Psychological and Social Sciences, Penn State Abington, Abington, PA, USA
| | - Michał Białek
- Institute of Psychology, University of Wrocław, Wrocław, Poland
| | | | - Natalia Bogatyreva
- National Research University Higher School of Economics (HSE), Moscow, Russia
| | - Leonardo Boncinelli
- Department of Economics and Management, University of Florence, Florence, Italy
| | - Jonathan E Booth
- Department of Management, London School of Economics and Political Science, London, England
| | - Sylvie Borau
- Toulouse Business School, University of Toulouse, Toulouse, France
| | - Ondrej Buchel
- Social Policy Institute of the Ministry of Labor, Family and Social Affairs of the Slovak Republic, Bratislava, Slovakia
- The Institute for Sociology of the Slovak Academy of Sciences, Bratislava, Slovakia
| | - C Daryl Cameron
- Department of Psychology, Penn State University, University Park, PA, USA
- Rock Ethics Institute, Penn State University, University Park, PA, USA
| | - Chrissie F Carvalho
- Department of Psychology, Federal University of Santa Catarina, Florianópolis, Brazil
| | - Tatiana Celadin
- Department of Economics, University of Bologna, Bologna, Italy
| | - Chiara Cerami
- IUSS Cognitive Neuroscience (ICoN) Center, Institute for Advanced Study of Pavia, Pavia, Italy
- Cognitive Computational Neuroscience Research Unit, Neurological Institute Foundation Casimiro Mondino, Pavia, Italy
| | | | - Xiaojun Cheng
- School of Psychology, Shenzhen University, Shenzhen, PR China
| | - Kate Cockcroft
- Department of Psychology, University of the Witwatersrand, Johannesburg, South Africa
| | - Jane Conway
- Institute for Advanced Study in Toulouse, Université Toulouse 1 Capitole, Toulouse, France
| | | | - Chiara Crespi
- Cognitive Computational Neuroscience Research Unit, Neurological Institute Foundation Casimiro Mondino, Pavia, Italy
- Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy
| | - Marie Crouzevialle
- Department of Management, Technology, and Economics, ETH Zürich, Zürich, Switzerland
| | - Jo Cutler
- Department of Experimental Psychology, University of Oxford, Oxford, England
- Center for Human Brain Health, School of Psychology, University of Birmingham, Birmingham, England
| | | | | | - Michael A Daniels
- UBC Sauder School of Business, University of British Columbia, Vancouver, BC, Canada
| | - Victoria H Davis
- Department of Psychology, University of Toronto, Toronto, ON, Canada
| | - Pamala N Dayley
- Psychology Department, University of California - Los Angeles, Los Angeles, CA, USA
| | - Sylvain Delouvée
- Laboratory of Psychology: Cognition, Behavior, and Communication (LP3C), Rennes 2 University, Rennes, France
| | - Ognjan Denkovski
- Department of Psychology, University of Amsterdam, Amsterdam, Netherlands
| | - Guillaume Dezecache
- Laboratory of Social and Cognitive Psychology, Clermont Auvergne University, CNRS, Clermont-Ferrand, France
| | - Nathan A Dhaliwal
- UBC Sauder School of Business, University of British Columbia, Vancouver, BC, Canada
| | - Alelie B Diato
- Cavite State University-General Trias City Campus, Cavite, Philippines
| | | | - Marianna Drosinou
- Department of Digital Humanities, University of Helsinki, Helsinki, Finland
| | - Uwe Dulleck
- School of Economics and Finance, Queensland University of Technology, Brisbane, QLD, Australia
- Center for Behavioural Economics, Society and Technology, Queensland University of Technology, Brisbane, QLD, Australia
- Crawford School of Public Policy, Australian National University, Canberra, ACT, Australia
- CESifo, University of Munich, Munich, Germany
| | - Jānis Ekmanis
- Department of Psychology, University of Latvia, Riga, Latvia
| | - Arhan S Ertan
- Department of International Trade, Boğaziçi University, Istanbul, Turkey
| | - Hapsa Hossain Farhana
- Department of Educational and Counselling Psychology, University of Dhaka, Dhaka, Bangladesh
| | - Fahima Farkhari
- Institute of Communication Science, Friedrich-Schiller University Jena, Jena, Germany
| | - Harry Farmer
- School of Human Sciences, Institute for Lifecourse Development, University of Greenwich, London, England
| | - Ali Fenwick
- Hult International Business School Dubai, Dubai, UAE
| | - Kristijan Fidanovski
- Department of Social Policy and Intervention, University of Oxford, Oxford, England
| | - Terry Flew
- Department of Media and Communications, University of Sydney, Sydney, NSW, Australia
| | - Shona Fraser
- Department of Psychiatry, University of the Witwatersrand, Johannesburg, South Africa
| | | | | | - Jessica Gale
- Department of Psychology, Speech, and Hearing, University of Canterbury, Christchurch, New Zealand
| | - E Begoña Garcia-Navarro
- ESEIS/COIDESO [ESEIS, Social Studies and Social Intervention Research Center; COIDESO, COIDESO, Center for Research in Contemporary Thought and Innovation for Social Development], University of Huelva, Huelva, Spain
| | - Prasad Garladinne
- Humanities and Social Sciences, Indian Institute of Management, Indore, India
| | - Oussama Ghajjou
- Department of Peace Studies, University of Bradford, Bradford, England
| | | | - Kurt Gray
- Department of Psychology and Neuroscience, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | | | | | - Mert Gümren
- Department of Economics, Koc University, Istanbul, Turkey
| | | | - Eran Halperin
- Department of Psychology, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Elizabeth Harris
- Department of Psychology and Neural Science, New York University, New York, NY, USA
| | - Volo Herzon
- Department of Digital Humanities, University of Helsinki, Helsinki, Finland
| | - Matej Hruška
- Faculty of Social and Economic Sciences, Comenius University, Bratislava, Slovakia
| | - Guanxiong Huang
- Department of Media and Communication, City University of Hong Kong, Kowloon Tong, Hong Kong
| | | | - Ozan Isler
- School of Economics and Finance, Queensland University of Technology, Brisbane, QLD, Australia
- Center for Behavioural Economics, Society and Technology, Queensland University of Technology, Brisbane, QLD, Australia
| | - Simon Jangard
- Department of Clinical Neuroscience, Karolinska Institute, Solna, Sweden
| | | | - Frank Kachanoff
- Department of Psychology and Neuroscience, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - John Kahn
- Department of Government, Dartmouth College, Hanover, NH, USA
| | | | - Oleksandra Keudel
- Graduate School for Transnational Studies, Free University of Berlin, Berlin, Germany
| | - Lina Koppel
- Department of Management and Engineering, Linköping University, Linköping, Sweden
| | - Mika Koverola
- Department of Digital Humanities, University of Helsinki, Helsinki, Finland
| | - Emily Kubin
- Department of Psychology, University of Koblenz-Landau, Landau, Germany
| | - Anton Kunnari
- Department of Digital Humanities, University of Helsinki, Helsinki, Finland
| | | | | | - Josh Leota
- Department of Psychology, University of Alberta, Edmonton, Canada
| | - Eva Lermer
- LMU Center for Leadership and People Management, Ludwig Maximilian University of Munich, Munich, Germany
- Augsburg University for Applied Sciences, Augsburg, Germany
| | - Jonathan Levy
- Baruch Ivcher School of Psychology, Reichman University, Herzliya, Israel
- Department of Neuroscience and Biomedical Engineering, Aalto University, Espoo, Finland
| | - Neil Levy
- Department of Philosophy, Macquarie University, Sydney, NSW, Australia
| | - Chunyun Li
- Department of Management, London School of Economics and Political Science, London, England
| | - Elizabeth U Long
- Department of Psychology, University of Toronto, Toronto, ON, Canada
| | - Marina Maglić
- Institute of Social Sciences Ivo Pilar, Zagreb, Croatia
| | | | | | | | | | - Asako Miura
- Graduate School of Human Sciences, Osaka University, Suita, Japan
| | | | | | - Elena Morales-Marente
- ESEIS/COIDESO [ESEIS, Social Studies and Social Intervention Research Center; COIDESO, COIDESO, Center for Research in Contemporary Thought and Innovation for Social Development], University of Huelva, Huelva, Spain
| | - David Moreau
- School of Psychology, University of Auckland, Auckland, New Zealand
| | - Rafał Muda
- Faculty of Economics, Maria Curie-Skłodowska University, Lublin, Poland
| | - Annalisa Myer
- Department of Psychology, University of Virginia, Charlottesville, VA, USA
- Department of Psychology, The City University of New York (CUNY) Graduate Center, New York, NY, USA
| | - Kyle Nash
- Department of Psychology, University of Alberta, Edmonton, Canada
| | | | - Jonas P Nitschke
- Department of Cognition, Emotion, and Methods in Psychology, University of Vienna, Vienna, Austria
| | - Matthew S Nurse
- Australian National Centre for the Public Awareness of Science, Australian National University, Canberra, ACT, Australia
| | - Yohsuke Ohtsubo
- Department of Social Psychology, Graduate School of Humanities and Sociology, University of Tokyo, Tokyo, Japan
| | | | - Cathal O'Madagain
- School of Collective Intelligence, Mohammed VI Polytechnic University, Ben Guerir, Morocco
| | - Michal Onderco
- Department of Public Administration and Sociology, Erasmus University Rotterdam, Rotterdam, Netherlands
| | - M Soledad Palacios-Galvez
- ESEIS/COIDESO [ESEIS, Social Studies and Social Intervention Research Center; COIDESO, COIDESO, Center for Research in Contemporary Thought and Innovation for Social Development], University of Huelva, Huelva, Spain
| | - Jussi Palomöki
- Department of Digital Humanities, University of Helsinki, Helsinki, Finland
| | - Yafeng Pan
- Department of Clinical Neuroscience, Karolinska Institute, Solna, Sweden
| | - Zsófia Papp
- Center for Social Sciences, Hungarian Academy of Sciences Center of Excellence, Budapest, Hungary
| | - Philip Pärnamets
- Department of Clinical Neuroscience, Karolinska Institute, Solna, Sweden
| | - Mariola Paruzel-Czachura
- Institute of Psychology, University of Silesia, Katowice, Poland
- Complutense University in Madrid, Madrid, Spain
| | - Zoran Pavlović
- Department of Psychology, University of Belgrade, Belgrade, Serbia
| | | | - Silva Perander
- Department of Digital Humanities, University of Helsinki, Helsinki, Finland
| | - Michael Mark Pitman
- Department of Psychology, University of the Witwatersrand, Johannesburg, South Africa
| | | | | | - Steve Rathje
- Department of Psychology, University of Cambridge, Cambridge, England
| | - Ali Raza
- Department of Computer Science, University of Colorado Boulder, Boulder, CO, USA
- Institute of Cognitive Science, University of Colorado Boulder, Boulder, CO, USA
| | | | - Claire E Robertson
- Department of Psychology and Neural Science, New York University, New York, NY, USA
| | - Iván Rodríguez-Pascual
- ESEIS/COIDESO [ESEIS, Social Studies and Social Intervention Research Center; COIDESO, COIDESO, Center for Research in Contemporary Thought and Innovation for Social Development], University of Huelva, Huelva, Spain
| | | | | | - Gaia C Santi
- IUSS Cognitive Neuroscience (ICoN) Center, Institute for Advanced Study of Pavia, Pavia, Italy
| | | | - David Savage
- Newcastle Business School, University of Newcastle, Callaghan, NSW, Australia
| | - Julian A Scheffer
- Department of Psychology, Penn State University, University Park, PA, USA
| | - David T Schultner
- Department of Psychology, University of Amsterdam, Amsterdam, Netherlands
| | - Enid M Schutte
- Department of Psychology, University of the Witwatersrand, Johannesburg, South Africa
| | - Andy Scott
- Department of Psychology, University of Alberta, Edmonton, Canada
| | | | | | - Ahmed Skali
- Department of Global Economics and Management, University of Groningen, Groningen, Netherlands
| | | | - Clara Alexandra Stafford
- Department of Psychology, The University of Western Ontario, London, ON, Canada
- Brain and Mind Institute, University of Western Ontario, London, ON, Canada
- Western Interdisciplinary Research Building, University of Western Ontario, London, ON, Canada
| | | | - Anna Stefaniak
- Department of Psychology, Carleton University, Ottawa, ON, Canada
| | - Anni Sternisko
- Department of Psychology and Neural Science, New York University, New York, NY, USA
| | - Augustin Stoica
- National University of Political Studies and Public Administration (SNSPA), Bucharest, Romania
| | - Kristina K Stoyanova
- Research Institute at Medical University of Plovdiv), Division of Translational Neuroscience, Plovdiv, Bulgaria
| | - Brent Strickland
- School of Collective Intelligence, Mohammed VI Polytechnic University, Ben Guerir, Morocco
- Department of Cognitive Science, ENS, EHESS, CNRS, Institut Jean Nicod, PSL Research University, Paris, France
| | - Jukka Sundvall
- Department of Digital Humanities, University of Helsinki, Helsinki, Finland
| | - Jeffrey P Thomas
- School of Psychological Sciences, University of Melbourne, Parkville, VIC, Australia
| | - Gustav Tinghög
- Department of Management and Engineering, Linköping University, Linköping, Sweden
| | - Benno Torgler
- School of Economics and Finance, Queensland University of Technology, Brisbane, QLD, Australia
- Center for Behavioural Economics, Society and Technology, Queensland University of Technology, Brisbane, QLD, Australia
- CREMA - Center for Research in Economics, Management and the Arts, Basel, Switzerland
| | - Iris J Traast
- Department of Psychology, University of Amsterdam, Amsterdam, Netherlands
| | - Raffaele Tucciarelli
- The Warburg Institute, School of Advanced Study, University of London, London, England
- Institute of Cognitive Neuroscience, University College London, London, England
| | - Michael Tyrala
- Institute for Emerging Market Studies, The Hong Kong University of Science and Technology, Kowloon, Hong Kong
| | - Nick D Ungson
- Department of Psychology, Susquehanna University, Selinsgrove, PA, USA
| | - Mete S Uysal
- Psychology Department, Dokuz Eylül University, İzmir, Turkey
| | - Paul A M Van Lange
- Department of Experimental and Applied Psychology, VU Amsterdam, Amsterdam, Netherlands
| | | | - Dirk van Rooy
- Faculty of Design Sciences, University of Antwerp, Antwerpen, Belgium
| | - Daniel Västfjäll
- Department of Behavioural Sciences and Learning (IBL), Linköping University, Linköping, Sweden
| | - Peter Verkoeijen
- Department of Psychology, Education and Child Studies, Erasmus University Rotterdam, Rotterdam, Netherlands
| | - Joana B Vieira
- Department of Clinical Neuroscience, Karolinska Institute, Solna, Sweden
| | | | | | - Jennifer Watermeyer
- Health Communication Research Unit, School of Human and Community Development, University of the Witwatersrand, Johannesburg, South Africa
| | - Erik Wetter
- Department of Entrepreneurship, Innovation, and Technology, Stockholm School of Economics, Stockholm, Sweden
| | - Ashley Whillans
- Harvard Business School, Harvard University, Cambridge, MA, USA
| | - Katherine White
- UBC Sauder School of Business, University of British Columbia, Vancouver, BC, Canada
| | - Rishad Habib
- Toronto Metropolitan University, Toronto, Canada
| | - Robin Willardt
- Department of Management, Technology, and Economics, ETH Zürich, Zürich, Switzerland
| | - Michael J A Wohl
- Department of Psychology, Carleton University, Ottawa, ON, Canada
| | | | - Kaidi Wu
- University of California, San Diego, La Jolla, CA, USA
| | | | - Onurcan Yilmaz
- Department of Psychology, Kadir Has University, Istanbul, Turkey
| | - Kumar Yogeeswaran
- Department of Psychology, Speech, and Hearing, University of Canterbury, Christchurch, New Zealand
| | | | - Rolf A Zwaan
- Department of Psychology, Education and Child Studies, Erasmus University Rotterdam, Rotterdam, Netherlands
| | - Paulo S Boggio
- Social and Cognitive Neuroscience Laboratory, Mackenzie Presbyterian University, São Paulo, Brazil
| | - Waldir M Sampaio
- Social and Cognitive Neuroscience Laboratory, Mackenzie Presbyterian University, São Paulo, Brazil
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4
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Mascaro L, Drummond SPA, Leota J, Boardman JM, Hoffman D, Rajaratnam SMW, Aidman E, Facer-Childs ER. Cognitive fitness modulates gender differences in sleep and mental health among competitive athletes under chronic stress. Front Physiol 2023; 14:1118822. [PMID: 36969596 PMCID: PMC10031072 DOI: 10.3389/fphys.2023.1118822] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2022] [Accepted: 02/23/2023] [Indexed: 03/11/2023] Open
Abstract
Objectives: Mental fitness is increasingly considered a key component of an athlete’s competitive arsenal. Active domains of mental fitness include cognitive fitness, sleep, and mental health; and these domains can differ between men and women athletes. Our study investigated the associations of cognitive fitness and gender to sleep and mental health, and the interaction between cognitive fitness and gender on sleep and mental health, in competitive athletes during the COVID-19 pandemic.Methods: 82 athletes competing at levels from regional/state to international (49% women, M-age = 23.3 years) completed measures of self-control, intolerance of uncertainty, and impulsivity (together representing constructs of cognitive fitness), items about sleep (total sleep time, sleep latency, and mid-sleep time on free days) and a measure of mental health (depression, anxiety, and stress).Results: Women athletes reported lower self-control, higher intolerance of uncertainty, and higher positive urgency impulsivity compared with men athletes. Women reported sleeping later, but this gender difference disappeared after controlling for cognitive fitness. Women athletes—after controlling for cognitive fitness—reported higher depression, anxiety, and stress. Across genders, higher self-control was associated with lower depression, and lower intolerance of uncertainty was associated with lower anxiety. Higher sensation seeking was associated with lower depression and stress, and higher premeditation was associated with greater total sleep time and anxiety. Higher perseverance was associated with higher depression for men—but not women—athletes.Conclusion: Women athletes in our sample reported poorer cognitive fitness and mental health compared to men athletes. Most cognitive fitness factors protected competitive athletes under chronic stress, but some exposed them to poorer mental health. Future work should examine the sources of gender differences. Our findings suggest a need to develop tailored interventions aimed at improving athlete wellbeing, with a particular focus on women athletes.
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Affiliation(s)
- Luis Mascaro
- Turner Institute for Brain and Mental Health, Monash University, Melbourne, VIC, Australia
- School of Psychological Sciences, Monash University, Melbourne, VIC, Australia
| | - Sean P. A. Drummond
- Turner Institute for Brain and Mental Health, Monash University, Melbourne, VIC, Australia
- School of Psychological Sciences, Monash University, Melbourne, VIC, Australia
| | - Josh Leota
- Turner Institute for Brain and Mental Health, Monash University, Melbourne, VIC, Australia
- School of Psychological Sciences, Monash University, Melbourne, VIC, Australia
| | - Johanna M. Boardman
- Turner Institute for Brain and Mental Health, Monash University, Melbourne, VIC, Australia
- School of Psychological Sciences, Monash University, Melbourne, VIC, Australia
| | - Daniel Hoffman
- Turner Institute for Brain and Mental Health, Monash University, Melbourne, VIC, Australia
- School of Psychological Sciences, Monash University, Melbourne, VIC, Australia
- St Kilda Football Club, Australian Football League, Melbourne, VIC, Australia
| | - Shantha M. W. Rajaratnam
- Turner Institute for Brain and Mental Health, Monash University, Melbourne, VIC, Australia
- School of Psychological Sciences, Monash University, Melbourne, VIC, Australia
| | - Eugene Aidman
- Defence Science & Technology Group, Edinburgh, SA, Australia
- School of Biomedical Sciences & Pharmacy, University of Newcastle, Newcastle, NSW, Australia
| | - Elise R. Facer-Childs
- Turner Institute for Brain and Mental Health, Monash University, Melbourne, VIC, Australia
- School of Psychological Sciences, Monash University, Melbourne, VIC, Australia
- St Kilda Football Club, Australian Football League, Melbourne, VIC, Australia
- Danny Frawley Centre for Health and Wellbeing, Melbourne, VIC, Australia
- *Correspondence: Elise R. Facer-Childs,
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5
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Abstract
Self-control-the ability to inhibit inappropriate impulses-predicts economic, physical, and psychological well-being. However, recent findings demonstrate low correlations among self-control measures, raising the question of what self-control actually is. Here, we examined the idea that people high in self-control show more stable mental processing, characterized by processing steps that are fewer in number but longer lasting because of fewer interruptions by distracting impulses. To test this hypothesis, we relied on resting electroencephalography microstate analysis, a method that provides access to the stream of mental processing by assessing the sequential activation of neural networks. Across two samples (Study 1: N = 58 male adults from Germany; Study 2: N = 101 adults from Canada, 58 females), the temporal stability of resting networks (i.e., longer durations and fewer occurrences) was positively associated with self-reported self-control and a neural index of inhibitory control, and it was negatively associated with risk-taking behavior. These findings suggest that stable mental processing represents a core feature of a self-controlled mind.
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Affiliation(s)
- Tobias Kleinert
- Laboratory for Biological Psychology, Clinical Psychology and Psychotherapy, Albert Ludwig University of Freiburg.,Department of Ergonomics, Leibniz Research Centre for Working Environment and Human Factors (IfADo), Dortmund, Germany.,Department of Psychology, University of Alberta
| | - Kyle Nash
- Department of Psychology, University of Alberta
| | - Josh Leota
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Melbourne, Australia
| | - Thomas Koenig
- Translational Research Center, University Hospital of Psychiatry, University of Bern
| | - Markus Heinrichs
- Laboratory for Biological Psychology, Clinical Psychology and Psychotherapy, Albert Ludwig University of Freiburg.,Freiburg Brain Imaging Center, University Medical Center, Albert Ludwig University of Freiburg
| | - Bastian Schiller
- Laboratory for Biological Psychology, Clinical Psychology and Psychotherapy, Albert Ludwig University of Freiburg.,Freiburg Brain Imaging Center, University Medical Center, Albert Ludwig University of Freiburg
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6
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Leota J, Simpson D, Mazidi D, Nash K. Purity, politics, and polarization: Political ideology moderates threat‐induced shifts in moral purity beliefs. British J Social Psychol 2022; 62:806-824. [PMID: 36344880 DOI: 10.1111/bjso.12596] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2022] [Revised: 10/23/2022] [Accepted: 10/25/2022] [Indexed: 11/10/2022]
Abstract
There is considerable research showing that economic threat influences people's social and political views. There are two prevailing perspectives on threat and political attitudes, broadly defined as the Conservative Shift Hypothesis and the Entrenching Hypothesis. The former predicts that threat induces change in the conservative direction (for both conservatives and liberals), whereas the latter predicts that threat causes people to adhere more strongly to their prexisting political perspective. In two experimental studies (one pre-registered replication), we find evidence in support of the Entrenching Hypothesis. Conservatives responded to Economic Threat with increased endorsement of the conservative moral foundation Purity, whereas liberals responded to Economic Threat with decreased endorsement of the Purity foundation. Economic Threat appears to increase commitment to one's pre-existing political ideology and not conservatism specifically. Implications for psychological theory and future directions are discussed.
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Affiliation(s)
- Josh Leota
- Turner Institute for Brain and Mental Health, School of Psychological Sciences Monash University Victoria Melbourne Australia
- University of Alberta Alberta Edmonton Canada
| | | | | | - Kyle Nash
- University of Alberta Alberta Edmonton Canada
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7
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Leota J, Hoffman D, Mascaro L, Czeisler ME, Nash K, Drummond SPA, Anderson C, Rajaratnam SMW, Facer-Childs ER. Home is where the hustle is: the influence of crowds on effort and home advantage in the National Basketball Association. J Sports Sci 2022; 40:2343-2352. [PMID: 36512468 DOI: 10.1080/02640414.2022.2154933] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
Studies have consistently shown crowds contribute to home advantage in the National Basketball Association (NBA) by inspiring home team effort, distracting opponents, and influencing referees. Quantifying the effect of crowds is challenging, however, due to potential co-occurring drivers of home advantage (e.g., travel, location familiarity). Our aim was to isolate the crowd effect using a "natural experiment" created by the Coronavirus disease 2019 (COVID-19) pandemic, which eliminated crowds in 53.4% of 2020/2021 NBA regular season games (N = 1080). Using mixed linear models, we show, in games with crowds, home teams won 58.65% of games and, on average, outrebounded and outscored their opponents. This was a significant improvement compared to games without crowds, of which home teams won 50.60% of games and, on average, failed to outrebound or outscore their opponents. Further, the crowd-related increase in rebound differential mediated the relationship between crowds and points differential. Taken together, these results suggest home advantage in the 2020/2021 NBA season was predominately driven by the presence of home crowds and their influence on the effort exerted to rebound the basketball. These findings are of considerable significance to a league where marginal gains can have immense competitive, financial, and historic consequences.
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Affiliation(s)
- Josh Leota
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Suburban, Australia
| | - Daniel Hoffman
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Suburban, Australia
| | - Luis Mascaro
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Suburban, Australia
| | - Mark E Czeisler
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Suburban, Australia.,Institute for Breathing and Sleep, Austin Health, Clayton, Australia.,Department of Psychiatry, Brigham and Women's Hospital, Suburban, Monash, USA
| | - Kyle Nash
- Department of Psychology, University of Alberta, Suburban, Edmonton, Canada
| | - Sean P A Drummond
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Suburban, Australia
| | - Clare Anderson
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Suburban, Australia
| | - Shantha M W Rajaratnam
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Suburban, Australia.,Institute for Breathing and Sleep, Austin Health, Clayton, Australia.,Division of Sleep and Circadian Disorders, Departments of Medicine and Neurology, Brigham and Women's Hospital, Suburban, Monash, USA.,Division of Sleep Medicine, Harvard Medical School, Suburban, Monash, USA
| | - Elise R Facer-Childs
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Suburban, Australia.,Danny Frawley Centre for Health and Wellbeing, Melbourne, Australia
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8
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Nash K, Leota J, Kleinert T, Hayward DA. Anxiety disrupts performance monitoring: integrating behavioral, event-related potential, EEG microstate, and sLORETA evidence. Cereb Cortex 2022; 33:3787-3802. [PMID: 35989310 PMCID: PMC10068301 DOI: 10.1093/cercor/bhac307] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2022] [Revised: 07/05/2022] [Accepted: 07/07/2022] [Indexed: 11/14/2022] Open
Abstract
Anxiety impacts performance monitoring, though theory and past research are split on how and for whom. However, past research has often examined either trait anxiety in isolation or task-dependent state anxiety and has indexed event-related potential components, such as the error-related negativity or post-error positivity (Pe), calculated at a single node during a limited window of time. We introduced 2 key novelties to this electroencephalography research to examine the link between anxiety and performance monitoring: (i) we manipulated antecedent, task-independent, state anxiety to better establish the causal effect; (ii) we conducted moderation analyses to determine how state and trait anxiety interact to impact performance monitoring processes. Additionally, we extended upon previous work by using a microstate analysis approach to isolate and sequence the neural networks and rapid mental processes in response to error commission. Results showed that state anxiety disrupts response accuracy in the Stroop task and error-related neural processes, primarily during a Pe-related microstate. Source localization shows that this disruption involves reduced activation in the dorsal anterior cingulate cortex and compensatory activation in the right lateral prefrontal cortex, particularly among people high in trait anxiety. We conclude that antecedent anxiety is largely disruptive to performance monitoring.
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Affiliation(s)
- Kyle Nash
- Department of Psychology, University of Alberta, P-217 Biological Sciences Building, Edmonton, AB T6G 2R3, Canada
| | - Josh Leota
- School of Psychological Sciences, Turner Institute for Brain and Mental Health, Monash University, Melbourne, VIC, 3168, Australia
| | - Tobias Kleinert
- Department of Psychology, University of Alberta, P-217 Biological Sciences Building, Edmonton, AB T6G 2R3, Canada.,Department of Ergonomics, Leibniz Research Centre for Working Environment and Human Factors, Ardeystr. 67, 44139 Dortmund, Germany
| | - Dana A Hayward
- Department of Psychology, University of Alberta, P-217 Biological Sciences Building, Edmonton, AB T6G 2R3, Canada
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9
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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 JW, Hesse E, Elbaek CT, Franc R, Pavlović Z, Mitkidis P, Cichocka A, Gelfand M, Alfano M, Ross RM, Sjåstad H, Nezlek JB, Cislak A, Lockwood P, Abts K, Agadullina E, Amodio DM, Apps MAJ, Aruta JJB, Besharati S, Bor A, Choma B, Cunningham W, 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 MJ, Mansoor MS, Marie A, Mayiwar L, Mazepus H, McHugh C, Olsson A, Otterbring T, Packer D, Palomäki J, Perry A, Petersen MB, Puthillam A, Rothmund T, Schmid PC, Stadelmann D, Stoica A, Stoyanov D, Stoyanova K, 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 B, 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 A, Di Paolo R, Dulleck U, Ekmanis J, Etienne TW, Farhana HH, Farkhari F, Fidanovski K, Flew T, Fraser S, Frempong RB, Fugelsang J, 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 F, 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 M, Raza A, Rêgo GG, Robertson C, Rodríguez-Pascual I, Saikkonen T, Salvador-Ginez O, Sampaio WM, Santi GC, Schultner D, Schutte E, 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 CT, 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. PNAS Nexus 2022; 1:pgac093. [PMID: 35990802 PMCID: PMC9381137 DOI: 10.1093/pnasnexus/pgac093] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/27/2021] [Accepted: 06/21/2022] [Indexed: 02/06/2023]
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.
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Affiliation(s)
| | - Flavio Azevedo
- Department of Psychology, Cambridge University, Cambridge, UK
| | - Koustav De
- Department of Finance and Quantitative Methods, Gatton College of Business and Economics, University of Kentucky, Lexington, KY, USA
| | - Julián C Riaño-Moreno
- Faculty of Medicine, Cooperative University of Colombia, Villavicencio, Meta, Colombia and Department of bioethics, El Bosque University, Bogotá D.C. Colombia
| | - Marina Maglić
- Institute of Social Sciences Ivo Pilar, Zagreb, Croatia
| | - Theofilos Gkinopoulos
- Department of Philosophy and Social Studies, University of Crete, Rethymnon, Crete, Greece
| | | | - César Payán-Gómez
- Direccion Academica Sede la Paz,Universidad Nacional de Colombia - Sede de La Paz, Cesar, Colombia
| | - Guanxiong Huang
- Department of Media and Communication, City University of Hong Kong, Kowloon Tong, Hong Kong
| | - Jaroslaw Kantorowicz
- Department of Economics, Institute of Security and Global Affairs, Leiden University, The Hague, Netherlands
| | | | - Philipp Schönegger
- Department of Philosophy, School of Economics and Finance, University of St Andrews, St Andrews, UK
| | - Valerio Capraro
- Department of Economics, Middlesex University London, London, UK
| | | | - Meltem Yucel
- Department of Psychology and Neuroscience, Duke University, Durham, NC, USA
| | - Agustin Ibanez
- Latin American Brain Health Institute (BrainLat), Universidad Adolfo Ibañez, Santiago, Peñalolén, Chile
- Cognitive Neuroscience Center (CNC), University of San Andrés and CONICET, Buenos Aires, Argentina
- Global Brain Health Institute, University of California - San Francisco, San Francisco, CA, USA
- Global Brain Health Institute, Trinity College, Dublin, Ireland
| | - Steve Rathje
- Department of Psychology, University of Cambridge, Cambridge, UK
| | - Erik Wetter
- Department of Business Administration, Stockholm School of Economics, Stockholm, Sweden
| | - Dragan Stanojević
- Department of Sociology, Faculty of Philosophy, University of Belgrade, Belgrade, Serbia
| | - Jan-Willem van Prooijen
- Department of Experimental and Applied Psychology, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
| | - Eugenia Hesse
- Departamento de Matemática y Ciencias, Universidad de San Andres, Victoria, Buenos Aires, Argentina
| | | | - Renata Franc
- Institute of Social Sciences Ivo Pilar, Zagreb, Croatia
| | - Zoran Pavlović
- Department of Psychology, Faculty of Philosophy, University of Belgrade, Belgrade, Serbia
| | | | | | - Michele Gelfand
- Stanford Graduate School of Business, Stanford University, Stanford, California, USA
| | - Mark Alfano
- Department of Philosophy, Macquarie University, Macquarie Park, New South Wales, Australia
| | - Robert M Ross
- Department of Philosophy, Macquarie University, Macquarie Park, New South Wales, Australia
| | - Hallgeir Sjåstad
- Department of Strategy and Management, Norwegian School of Economics, Bergen, Norway
| | - John B Nezlek
- Institute of Psychology, Center for Climate Action and Social Transformations, SWPS, University of Social Sciences and Humanities, Warsaw, Poland
| | - Aleksandra Cislak
- Institute of Psychology, SWPS University of Social Sciences and Humanities, Warsaw, Poland
| | - Patricia Lockwood
- Centre for Human Brain Health,School of Psychology, University of Birmingham, Birmingham, UK
- Department of Experimental Psychology, University of Oxford, Oxford, UK
| | - Koen Abts
- Centre for Sociological Research, Katholieke Universiteit Leuven, Leuven, Belgium
| | - Elena Agadullina
- Faculty of Psychology, Higher School of Economics University, Moscow, Russia
| | - David M Amodio
- Department of Psychology, University of Amsterdam, Amsterdam, Netherlands
| | - Matthew A J Apps
- Centre for Human Brain Health,School of Psychology, University of Birmingham, Birmingham, UK
| | | | - Sahba Besharati
- Department of Psychology, University of the Witwatersrand, Johannesburg, Republic of South Africa
| | - Alexander Bor
- Department of Political Science, Aarhus University, Aarhus, Denmark
| | - Becky Choma
- Department of Psychology, Toronto Metropolitan University, Toronto, Ontario, Canada
| | - William Cunningham
- Department of Psychology, University of Toronto, Toronto, Ontario, Canada
| | - Waqas Ejaz
- Department of Mass Communication, National University of Science and Technology (NUST), Islamabad, Islamabad Capital Territory, Pakistan
| | - Harry Farmer
- Department of Psychology, University of Greenwich, London, UK
| | - Andrej Findor
- Institute of European Studies and International Relations, Faculty of Social and Economic Sciences, Comenius University, Bratislava, Slovakia
| | - Biljana Gjoneska
- Macedonian Academy of Sciences and Arts, Skopje, Republic of North Macedonia
| | - Estrella Gualda
- Department of Sociology, Social Work and Public Health, University of Huelva, Huelva, Spain
| | - Toan L D Huynh
- Department of Decision Analytics and Risk, University of Southampton, Southampton, UK
| | - Mostak Ahamed Imran
- Department of Educational and Counselling Psychology, BRAC Institute of Educational and Development, BRAC University, Dhaka, Bangladesh
| | | | | | - André Krouwel
- Department of Communication Science, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
| | | | - Michael Laakasuo
- Department of Digital Humanities, University of Helsinki, Helsinki, Finland
| | - Claus Lamm
- Department of Cognition, Emotion, and Methods in Psychology, University of Vienna, Wien, Austria
| | - Jonathan Levy
- Department of Neuroscience and Biomedical Engineering, Aalto University, Espoo, Finland
- Baruch Ivcher School of Psychology, Reichman University, Herzliya, Israel
| | - Caroline Leygue
- School of Psychology, Universidad Nacional Autónoma de Mexico, Mexico City, Mexico
| | - Ming-Jen Lin
- Department of Economics, National Taiwan University, Taipei, Taiwan
| | | | - Antoine Marie
- Department of Political Science, Aarhus University, Aarhus, Denmark
| | - Lewend Mayiwar
- Department of Leadership and Organizational Behaviour, BI Norwegian Business School, Oslo, Norway
| | - Honorata Mazepus
- Institute of Security and Global Affairs, Leiden University, The Hague, Netherlands
| | - Cillian McHugh
- Department of Psychology, University of Limerick, Limerick, Ireland
| | - Andreas Olsson
- Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | | | - Dominic Packer
- Department of Psychology, Lehigh University, Bethlehem, PA, USA
| | - Jussi Palomäki
- Department of Digital Humanities, University of Helsinki, Helsinki, Finland
| | - Anat Perry
- Department of Psychology, Hebrew University of Jerusalem, Jerusalem, Israel
| | | | - Arathy Puthillam
- Department of Psychology, Monk Prayogshala, Powai, Mumbai, Maharashtra, India
| | - Tobias Rothmund
- Department of Social and Behavioral Science, Friedrich Schiller University Jena, Jena, Germany
| | - Petra C Schmid
- Department of Management, Technology, and Economics, Swiss Federal Institute of Technology in Zürich, Zürich, Switzerland
| | - David Stadelmann
- Chair of Development Economics,University of Bayreuth, Bayreuth, Germany
| | - Augustin Stoica
- Department of Sociology, National School for Political and Administrative Studies (SNSPA), Bucharest, Romania
| | - Drozdstoy Stoyanov
- Department of Psychiatry and Medical Psychology, Medical University, Plovdiv, Bulgaria
| | - Kristina Stoyanova
- Division of Translational Neuroscience, Medical University, Plovdiv, Bulgaria
| | - Shruti Tewari
- Humanities and Social Sciences, Indian Institute of Management, Indore, Madhya Pradesh, India
| | | | - Benno Torgler
- School of Economics and Finance and Centre for Behavioural Economics, Society and Technology (BEST), Queensland University of Technology, Brisbane City, Queensland, Australia
| | - Manos Tsakiris
- Department of Psychology, Royal Holloway, University of London, Egham, UK
- Centre for the Politics of Feelings, School of Advanced Study, University of London, London, UK
| | - Hans H Tung
- Department of Political Science, National Taiwan University, Taipei, Taiwan
| | - Radu Gabriel Umbreș
- Faculty of Political Science, National University of Political Studies and Public Administration, Bucharest, Romania
| | - Edmunds Vanags
- Psychology Department, University of Latvia, Riga, Latvia
| | | | - Andrew J Vonasch
- School of Psychology, Speech, and Hearing, University of Canterbury, Christchurch, New Zealand
| | - Yucheng Zhang
- School of Economics and Management, Hebei University of Technology, Tianjin, China
| | - Mohcine Abad
- School of Collective Intelligence, Mohammed VI Polytechnic University, Ben Guerir, Morocco
| | - Eli Adler
- Department of Psychology, Hebrew University of Jerusalem, Jerusalem, Israel
- Department of Neuroscience and Biomedical Engineering, Aalto University, Espoo, Finland
| | - Hamza Alaoui Mdarhri
- School of Collective Intelligence, Mohammed VI Polytechnic University, Ben Guerir, Morocco
| | - Benedict Antazo
- Department of Psychology, Jose Rizal University, Mandaluyong, Metro Manila, Philippines
| | - F Ceren Ay
- Department of Economics, Telenor Research, Fornebu, Norway
| | | | - Sergio Barbosa
- School of Medicine and Health Sciences, Universidad del Rosario, Bogotá, Colombia
| | - Brock Bastian
- Melbourne School of Psychological Sciences, University of Melbourne, Melbourne, Victoria, Australia
| | - Anton Berg
- Department of Digital Humanities, University of Helsinki, Helsinki, Finland
| | - Michał Białek
- Faculty of Historical and Pedagogical Sciences, University of Wroclaw, Wroclaw, Poland
| | | | - Natalia Bogatyreva
- Laboratory for Psychology of Social Inequality, Higher School of Economics University, Moscow, Russia
| | - Leonardo Boncinelli
- Department of Economics and Management, University of Florence, Florence, Italy
| | - Jonathan E Booth
- Department of Management, London School of Economics and Political Science, London, UK
| | - Sylvie Borau
- Department of Marketing, TBS Education, Toulouse, France
| | - Ondrej Buchel
- The Institute for Sociology, Slovak Academy of Sciences, Bratislava, Slovakia
- Social Policy Institute, Ministry of Labor, Family and Social Affairs of the Slovak Republic, Bratislava, Slovakia
| | | | - Tatiana Celadin
- Department of Economics, University of Bologna, Bologna, Italy
| | - Chiara Cerami
- IUSS Cognitive Neuroscience Center, University School for Advanced Studies, Pavia, Italy
| | - Hom Nath Chalise
- Central Department of Population Studies, Tribhuvan University, Kathmandu, Nepal
| | - Xiaojun Cheng
- School of Psychology, Shenzhen University, Shenzhen, China
| | - Luca Cian
- Department of Marketing, Darden School of Business, University of Virginia, Charlottesville, VA, USA
| | - Kate Cockcroft
- Department of Psychology, University of the Witwatersrand, Johannesburg, Republic of South Africa
| | - Jane Conway
- MRC Social, Genetic and Developmental Psychiatry Centre,Institute for Advanced Study in Toulouse, Université Toulouse 1 Capitole, Toulouse Cedex 6, France
| | | | | | - Marie Crouzevialle
- Department of Management, Technology, and Economics, Swiss Federal Institute of Technology in Zürich, Zürich, Switzerland
| | - Jo Cutler
- School of Psychology, University of Birmingham, Birmingham, UK
- School of Psychology, University of Oxford, Oxford, UK
| | - Marzena Cypryańska
- Institute of Psychology, Center for Climate Action and Social Transformations, SWPS, University of Social Sciences and Humanities, Warsaw, Poland
| | - Justyna Dabrowska
- Department of Trade and Market Institutions, Cracow University of Economics, Kraków, Poland
| | - Victoria H Davis
- Institute of Health Policy, Management and Evaluation, Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | - John Paul Minda
- Department of Psychology, Western University, London, Ontario, Canada
| | - Pamala N Dayley
- Department of Psychology, University of California - Los Angeles, Los Angeles, CA, USA
| | | | - Ognjan Denkovski
- Department of Communication Science, University of Amsterdam, Amsterdam, Netherlands
| | | | - Nathan A Dhaliwal
- UBC Sauder School of Business, University of British Columbia, Vancouver, British Columbia, Canada
| | - Alelie Diato
- Teacher Education Department, Cavite State University, General Trias, Cavite, Philippines
| | | | - Uwe Dulleck
- School of Economics and Finance, Queensland University of Technology, Brisbane City, Queensland, Australia
| | - Jānis Ekmanis
- Faculty of Education, Psychology and Art, University of Latvia, Riga, Latvia
| | - Tom W Etienne
- Kieskompas (Election Compass), Amsterdam, Netherlands and Department of Political Science & Annenberg School for Communication, University of Pennsylvania, PA, USA
| | - Hapsa Hossain Farhana
- National Institute for the Intellectually Disabled and Autistic (NIIDA), Society for the Welfare of the Intellectually Disabled (SWID Bangladesh), Dhaka, Bangladesh
| | - Fahima Farkhari
- Department of Psychology, University of Münster, Münster, Germany
- Department of Communication and Media Use, Friedrich Schiller University Jena, Jena, Germany
| | | | - Terry Flew
- Department of Media and Communications, University of Sydney, Sydney, New South Wales, Australia
| | - Shona Fraser
- Medical School, Department of Psychiatry, University of the Witwatersrand, Johannesburg, Republic of South Africa
| | | | - Jonathan Fugelsang
- Department of Psychology, University of Waterloo, Waterloo, Ontario, Canada
| | - Jessica Gale
- School of Psychology, Speech, and Hearing, University of Canterbury, Christchurch, New Zealand
| | | | - Prasad Garladinne
- Humanities and Social Sciences, Indian Institute of Management, Indore, Madhya Pradesh, India
| | - Kurt Gray
- Department of Psychology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | | | | | - June Gruber
- Department of Psychology and Neuroscience, College of Arts and Sciences, University of Colorado Boulder, Boulder, CO, USA
| | - Eran Halperin
- Department of Psychology, Hebrew University of Jerusalem, Jerusalem, Israel
| | - Volo Herzon
- Department of Digital Humanities, University of Helsinki, Helsinki, Finland
| | - Matej Hruška
- Institute of European Studies and International Relations, Faculty of Social and Economic Sciences, Comenius University, Bratislava, Slovakia
| | - Matthias F C Hudecek
- Department of Experimental Psychology, University of Regensburg, Regensburg, Germany
| | - Ozan Isler
- School of Economics and Finance, Queensland University of Technology, Brisbane City, Queensland, Australia
| | - Simon Jangard
- Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | | | | | - Lina Koppel
- Department of Management and Engineering, Linköping University, Linköping, Sweden
| | - Mika Koverola
- Department of Digital Humanities, University of Helsinki, Helsinki, Finland
| | | | - Josh Leota
- Turner Institute for Brain and Mental Health, Monash University, Clayton, Victoria, Australia
| | - Eva Lermer
- Department of Business and Media Psychology, Ansbach University of Applied Sciences, Ansbach, Germany
- Center for Leadership and People Management, Ludwig Maximilian University of Munich, Munich, Germany
| | - Chunyun Li
- Department of Management, London School of Economics and Political Science, London, UK
| | - Chiara Longoni
- Department of Marketing, Boston University, Questrom School of Business, Boston, MA, USA
| | | | | | | | | | - Elena Morales-Marente
- COIDESO-Research Center of Contemporary Thinking and Innovation for Social Development, University of Huelva, Huelva, Spain
| | - David Moreau
- School of Psychology, University of Auckland, Auckland, New Zealand
| | - Rafał Muda
- Faculty of Economics, Maria Curie Sklodowska University, Lublin, Poland
| | - Annalisa Myer
- Department of Psychology, City University of New York (CUNY) Graduate Center, New York, NY, USA
| | - Kyle Nash
- Department of Psychology, University of Alberta, Edmonton, Alberta, Canada
| | - Jonas P Nitschke
- Department of Cognition, Emotion, and Methods in Psychology, University of Vienna, Wien, Austria
| | - Matthew S Nurse
- Australian National Centre for the Public Awareness of Science,Australian National University, Canberra ACT, Australia
| | | | - Maria Soledad Palacios-Galvez
- COIDESO-Research Center of Contemporary Thinking and Innovation for Social Development, University of Huelva, Huelva, Spain
| | - Yafeng Pan
- Department of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou, China
| | - Zsófia Papp
- Department for Political Behavior, Centre for Social Sciences, Budapest, Hungary
| | - Philip Pärnamets
- Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | - Mariola Paruzel-Czachura
- Institute of Psychology, University of Silesia in Katowice, Katowice, Poland
- Facultad de Psicología,Complutense University of Madrid, Madrid, Spain
| | - Silva Perander
- Department of Computer Science, University of Helsinki, Helsinki, Finland
| | - Michael Pitman
- Department of Psychology, University of the Witwatersrand, Johannesburg, Republic of South Africa
| | - Ali Raza
- Department of Computer Science, Institute of Cognitive Science, University of Colorado Boulder, Boulder, CO, USA
| | - Gabriel Gaudencio Rêgo
- Centro de Ciências Biológicas e da Saúde,Mackenzie Presbyterian University, São Paul, Brazil
| | - Claire Robertson
- Department of Psychology & Neural Science, New York University, New York, NY, USA
| | - Iván Rodríguez-Pascual
- COIDESO-Research Center of Contemporary Thinking and Innovation for Social Development, University of Huelva, Huelva, Spain
| | - Teemu Saikkonen
- Department of Biology, Biodiversity Unit, University of Turku, Turku, Finland
| | - Octavio Salvador-Ginez
- School of Psychology, Environmental Psychology Department, National Autonomous University of Mexico, Mexico City, Mexico
| | - Waldir M Sampaio
- Centro de Ciências Biológicas e da Saúde,Mackenzie Presbyterian University, São Paul, Brazil
| | - Gaia Chiara Santi
- Department of Humanities and Life Sciences, University School for Advanced Studies, Pavia, Italy
| | - David Schultner
- Department of Social Psychology, University of Amsterdam, Amsterdam, Netherlands
| | - Enid Schutte
- Department of Psychology, University of the Witwatersrand, Johannesburg, Republic of South Africa
| | - Andy Scott
- Department of Psychology, City University of New York (CUNY) Graduate Center, New York, NY, USA
| | - Ahmed Skali
- Department of Global Economics and Management, University of Groningen, Groningen, Netherlands
| | - Anna Stefaniak
- Department of Psychology, Carleton University, Ottawa, Ontario, Canada
| | - Anni Sternisko
- Department of Psychology & Neural Science, New York University, New York, NY, USA
| | - Brent Strickland
- PLS, ENS-Ulm, Department d’Etudes Cognitives, Paris, France
- Africa Business School and The School of Collective Intelligence, UM6P, Rabat, Morocco
| | - Jeffrey P Thomas
- Department of Management, London School of Economics and Political Science, London, UK
| | | | - Iris J Traast
- Social Psychology Department, University of Amsterdam, Amsterdam, Netherlands
| | | | - Michael Tyrala
- Department of Asian and International Studies, City University of Hong Kong, Kowloon Tong, Hong Kong
| | - Nick D Ungson
- Department of Psychology, Susquehanna University, Selinsgrove, PA, USA
| | - Mete Sefa Uysal
- Department of Social Psychology, Friedrich Schiller University Jena, Jena, Germany
| | - Dirk Van Rooy
- Department of Design, University of Antwerp, Antwerp, Belgium
| | - Daniel Västfjäll
- Department of Behavioral Sciences and Learning, Linköping University, Linköping, Sweden
| | - Joana B Vieira
- Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
- Department of Psychology, University of Exeter, Exeter, UK
| | | | - Alexander C Walker
- Medical School, Department of Psychiatry, University of the Witwatersrand, Johannesburg, Republic of South Africa
| | - Jennifer Watermeyer
- Department of Speech Pathology and Audiology, University of the Witwatersrand, Johannesburg, Republic of South Africa
| | - Robin Willardt
- Department of Management, Technology, and Economics, Swiss Federal Institute of Technology in Zürich, Zürich, Switzerland
| | - Michael J A Wohl
- Department of Psychology, Carleton University, Ottawa, Ontario, Canada
| | | | - Kaidi Wu
- Rady School of Management, University of California, San Diego, CA, USA
| | - Yuki Yamada
- Faculty of Arts and Science, Kyushu University, Fukuoka, Japan
| | - Onurcan Yilmaz
- Department of Psychology, Kadir Has University, Fatih, Istanbul, Turkey
| | - Kumar Yogeeswaran
- School of Psychology, Speech, and Hearing, University of Canterbury, Christchurch, New Zealand
| | - Carolin-Theresa Ziemer
- Department of Communication and Media Use, Friedrich Schiller University Jena, Jena, Germany
| | - Rolf A Zwaan
- Department of Psychology, Erasmus University Rotterdam, Rotterdam, Netherlands
| | - Paulo Sergio Boggio
- Centro de Ciências Biológicas e da Saúde,Mackenzie Presbyterian University, São Paul, Brazil
| | - Ashley Whillans
- Faculty of Negotiations, Organizations and Markets, Harvard Business School, Boston, MA, USA
| | - Paul A M Van Lange
- Department of Experimental and Applied Psychology, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
| | - Rajib Prasad
- Department of Economics, Vidyasagar College For Women, Kolkata, West Bengal, India
| | - Michal Onderco
- Department of Public Administration and Sociology, Erasmus University Rotterdam, Rotterdam, Netherlands
| | - Cathal O'Madagain
- School of Collective Intelligence, Mohammed VI Polytechnic University, Ben Guerir, Morocco
| | | | | | - Emily Kubin
- Department of Psychology, University of Koblenz-Landau, Landau, Germany
| | - Mert Gümren
- Department of Economics, Koc University, Sarıyer, Istanbul, Turkey
| | - Ali Fenwick
- Hult International Business School, Dubai, United Arab Emirates
| | - Arhan S Ertan
- Department of International Trade, Bogazici University, Besiktas, Istanbul, Turkey
| | - Michael J Bernstein
- Department of Psychological and Social Sciences, Penn State University Abington College, Abington, PA, USA
| | - Hanane Amara
- Department of Economics, Koc University, Sarıyer, Istanbul, Turkey
| | - Jay Joseph Van Bavel
- Department of Psychology & Neural Science, New York University, New York, NY, USA
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10
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Leota J, Hoffman D, Czeisler MÉ, Mascaro L, Drummond SP, Anderson C, Rajaratnam SM, Facer-Childs ER. Eastward Jet Lag is Associated with Impaired Performance and Game Outcome in the National Basketball Association. Front Physiol 2022; 13:892681. [PMID: 35784873 PMCID: PMC9245584 DOI: 10.3389/fphys.2022.892681] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2022] [Accepted: 05/23/2022] [Indexed: 11/24/2022] Open
Abstract
Objectives: Elite athletes are often required to travel across time zones for national and international competitions, causing frequent jet lag. The aim of this study was to examine whether the direction of travel-related jet lag is associated with performance in the National Basketball Association (NBA), and if so, to explore potential mechanisms. Methods: Ten seasons comprising of 11,481 games of NBA data from the 2011/2012 to the 2020/2021 regular season were analyzed using multi-level mixed models with one fixed factor (three levels; jet lag direction: eastward vs westward vs no jet lag) and three random factors (team, opponent, game time). Predicted circadian resynchronization rate was accounted for, and home and away games were analysed separately. Mediation analyses were performed to examine potential mechanisms. Results: Among home teams, eastward (but not westward) jet lag was associated with reduced winning (Δ (i.e., change) = −6.03%, p = 0.051, marginal), points differential (Δ = −1.29 points, p = 0.015), rebound differential (Δ = −1.29 rebounds, p < 0.0001), and effective field goal percentage differential (Δ = −1.2%, p < 0.01). As the magnitude of eastward jet lag increased, home team points differential decreased (2 h Δ = −4.53 points, p < 0.05; 1 h Δ = −0.72 points, p = 0.07). No significant associations were found between jet lag and away team performance. Conclusion: Eastward jet lag was associated with impaired performance for home (but not away) teams. Sleep and circadian disruption associated with advancing phase following eastward travel may have significant adverse consequences on performance in the NBA, particularly when recovery time is limited. Sports organisations could consider chronobiology-informed scheduling and interventions to maximise recovery and performance of their athletes.
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Affiliation(s)
- Josh Leota
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Melbourne, VIC, Australia
| | - Daniel Hoffman
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Melbourne, VIC, Australia
- St Kilda Football Club, Australian Football League, Melbourne, VIC, Australia
| | - Mark É. Czeisler
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Melbourne, VIC, Australia
- Institute for Breathing and Sleep, Melbourne, VIC, Australia
- Department of Psychiatry, Brigham and Women’s Hospital, Boston, MA, United States
- Harvard Medical School, Boston, MA, United States
| | - Luis Mascaro
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Melbourne, VIC, Australia
| | - Sean P.A. Drummond
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Melbourne, VIC, Australia
| | - Clare Anderson
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Melbourne, VIC, Australia
| | - Shantha M.W. Rajaratnam
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Melbourne, VIC, Australia
- Institute for Breathing and Sleep, Melbourne, VIC, Australia
- Departments of Medicine and Neurology, Division of Sleep and Circadian Disorders, Brigham and Women’s Hospital, Boston, MA, United States
- Division of Sleep Medicine, Harvard Medical School, Boston, MA, United States
| | - Elise R. Facer-Childs
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Melbourne, VIC, Australia
- St Kilda Football Club, Australian Football League, Melbourne, VIC, Australia
- Danny Frawley Centre for Health and Wellbeing, Moorabbin, VIC, Australia
- *Correspondence: Elise R. Facer-Childs,
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11
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Van Bavel JJ, Cichocka A, Capraro V, Sjåstad H, Nezlek JB, Pavlović T, Alfano M, Gelfand MJ, Azevedo F, Birtel MD, Cislak A, Lockwood PL, Ross RM, Abts K, Agadullina E, Aruta JJB, Besharati SN, Bor A, Choma BL, Crabtree CD, Cunningham WA, De K, Ejaz W, Elbaek CT, Findor A, Flichtentrei D, Franc R, Gjoneska B, Gruber J, Gualda E, Horiuchi Y, Huynh TLD, Ibanez A, Imran MA, Israelashvili J, Jasko K, Kantorowicz J, Kantorowicz-Reznichenko E, Krouwel A, Laakasuo M, Lamm C, Leygue C, Lin MJ, Mansoor MS, Marie A, Mayiwar L, Mazepus H, McHugh C, Minda JP, Mitkidis P, Olsson A, Otterbring T, Packer DJ, Perry A, Petersen MB, Puthillam A, Riaño-Moreno JC, Rothmund T, Santamaría-García H, Schmid PC, Stoyanov D, Tewari S, Todosijević B, Tsakiris M, Tung HH, Umbreș RG, Vanags E, Vlasceanu M, Vonasch A, Yucel M, Zhang Y, Abad M, Adler E, Akrawi N, Mdarhri HA, Amara H, Amodio DM, Antazo BG, Apps M, Ay FC, Ba MH, Barbosa S, Bastian B, Berg A, Bernal-Zárate MP, Bernstein M, Białek M, Bilancini E, Bogatyreva N, Boncinelli L, Booth JE, Borau S, Buchel O, Cameron CD, Carvalho CF, Celadin T, Cerami C, Chalise HN, Cheng X, Cian L, Cockcroft K, Conway J, Córdoba-Delgado MA, Crespi C, Crouzevialle M, Cutler J, Cypryańska M, Dabrowska J, Daniels MA, Davis VH, Dayley PN, Delouvee S, Denkovski O, Dezecache G, Dhaliwal NA, Diato AB, Di Paolo R, Drosinou M, Dulleck U, Ekmanis J, Ertan AS, Etienne TW, Farhana HH, Farkhari F, Farmer H, Fenwick A, Fidanovski K, Flew T, Fraser S, Frempong RB, Fugelsang JA, Gale J, Garcia-Navarro EB, Garladinne P, Ghajjou O, Gkinopoulos T, Gray K, Griffin SM, Gronfeldt B, Gümren M, Gurung RL, Halperin E, Harris E, Herzon V, Hruška M, Huang G, Hudecek MFC, Isler O, Jangard S, Jørgensen FJ, Kachanoff F, Kahn J, Dangol AK, Keudel O, Koppel L, Koverola M, Kubin E, Kunnari A, Kutiyski Y, Laguna O, Leota J, Lermer E, Levy J, Levy N, Li C, Long EU, Longoni C, Maglić M, McCashin D, Metcalf AL, Mikloušić I, El Mimouni S, Miura A, Molina-Paredes J, Monroy-Fonseca C, Morales-Marente E, Moreau D, Muda R, Myer A, Nash K, Nesh-Nash T, Nitschke JP, Nurse MS, Ohtsubo Y, Oldemburgo de Mello V, O'Madagain C, Onderco M, Palacios-Galvez MS, Palomäki J, Pan Y, Papp Z, Pärnamets P, Paruzel-Czachura M, Pavlović Z, Payán-Gómez C, Perander S, Pitman MM, Prasad R, Pyrkosz-Pacyna J, Rathje S, Raza A, Rêgo GG, Rhee K, Robertson CE, Rodríguez-Pascual I, Saikkonen T, Salvador-Ginez O, Sampaio WM, Santi GC, Santiago-Tovar N, Savage D, Scheffer JA, Schönegger P, Schultner DT, Schutte EM, Scott A, Sharma M, Sharma P, Skali A, Stadelmann D, Stafford CA, Stanojević D, Stefaniak A, Sternisko A, Stoica A, Stoyanova KK, Strickland B, Sundvall J, Thomas JP, Tinghög G, Torgler B, Traast IJ, Tucciarelli R, Tyrala M, Ungson ND, Uysal MS, Van Lange PAM, van Prooijen JW, van Rooy D, Västfjäll D, Verkoeijen P, Vieira JB, von Sikorski C, Walker AC, Watermeyer J, Wetter E, Whillans A, Willardt R, Wohl MJA, Wójcik AD, Wu K, Yamada Y, Yilmaz O, Yogeeswaran K, Ziemer CT, Zwaan RA, Boggio PS. Author Correction: National identity predicts public health support during a global pandemic. Nat Commun 2022; 13:1949. [PMID: 35388016 PMCID: PMC8986871 DOI: 10.1038/s41467-022-29658-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022] Open
Affiliation(s)
- Jay J Van Bavel
- Department of Psychology and Neural Science, New York University, New York, NY, USA.
| | | | - Valerio Capraro
- Department of Economics, Middlesex University London, London, England
| | - Hallgeir Sjåstad
- Department of Strategy and Management, Norwegian School of Economics, Bergen, Norway
| | - John B Nezlek
- SWPS University of Social Sciences and Humanities, Poznań, Poland.,Department of Psychological Sciences, College of William and Mary, Williamsburg, VA, USA
| | | | - Mark Alfano
- Department of Philosophy, Macquarie University, Sydney, NSW, Australia
| | - Michele J Gelfand
- Stanford Graduate School of Business, Stanford University, Stanford, CA, USA
| | - Flavio Azevedo
- Institute of Communication Science, Friedrich-Schiller University Jena, Jena, Germany.
| | - Michèle D Birtel
- School of Human Sciences, Institute for Lifecourse Development, University of Greenwich, London, England
| | | | - Patricia L Lockwood
- Department of Experimental Psychology, University of Oxford, Oxford, England.,Center for Human Brain Health, School of Psychology, University of Birmingham, Birmingham, England
| | | | | | - Elena Agadullina
- National Research University Higher School of Economics (HSE), Moscow, Russia
| | | | | | - Alexander Bor
- Department of Political Science, Aarhus University, Aarhus, Denmark
| | | | | | | | - Koustav De
- Gatton College of Business and Economics, University of Kentucky, Lexington, KY, USA
| | - Waqas Ejaz
- Department of Mass Communication, National University of Science and Technology (NUST), Islamabad, Pakistan
| | | | - Andrej Findor
- Faculty of Social and Economic Sciences, Comenius University, Bratislava, Slovakia
| | | | - Renata Franc
- Institute of Social Sciences Ivo Pilar, Zagreb, Croatia
| | - Biljana Gjoneska
- Macedonian Academy of Sciences and Arts, North Macedonia, Republic of North Macedonia
| | - June Gruber
- University of Colorado Boulder, Boulder, CO, USA
| | - Estrella Gualda
- ESEIS/COIDESO [ESEIS, Social Studies and Social Intervention Research Center; COIDESO, COIDESO, Center for Research in Contemporary Thought and Innovation for Social Development], University of Huelva, Huelva, Spain.,Faculty of Social Work, University of Huelva, Huelva, Spain
| | - Yusaku Horiuchi
- Department of Government, Dartmouth College, Hanover, NH, USA
| | | | - Agustin Ibanez
- Latin American Brain Health Institute (BrainLat), Adolfo Ibáñez University, Santiago, Chile.,Global Brain Health Institute, University of San Andrés, Buenos Aires, Argentina
| | - Mostak Ahamed Imran
- Department of Educational and Counselling Psychology, University of Dhaka, Dhaka, Bangladesh
| | - Jacob Israelashvili
- Psychology Department, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Katarzyna Jasko
- Institute of Psychology, Jagiellonian University, Kraków, Poland
| | - Jaroslaw Kantorowicz
- Institute of Security and Global Affairs, Leiden University, The Hague, Netherlands
| | | | - André Krouwel
- Department of Political Science, Vrije University (VU) Amsterdam, Amsterdam, Netherlands
| | - Michael Laakasuo
- Department of Digital Humanities, University of Helsinki, Helsinki, Finland
| | - Claus Lamm
- Department of Cognition, Emotion, and Methods in Psychology, University of Vienna, Vienna, Austria
| | - Caroline Leygue
- School of Psychology, National Autonomous University of Mexico, Mexico City, Mexico
| | - Ming-Jen Lin
- Department of Economics, National Taiwan University, Taipei, Taiwan.,Center for Research in Econometric Theory and Applications, National Taiwan University, Taipei, Taiwan
| | | | - Antoine Marie
- Department of Political Science, Aarhus University, Aarhus, Denmark
| | - Lewend Mayiwar
- Department of Leadership and Organizational Behavior, BI Norwegian Business School, Oslo, Norway
| | - Honorata Mazepus
- Institute of Security and Global Affairs, Leiden University, Leiden, Netherlands.,Faculty of Governance and Global Affairs, Leiden University, Leiden, Netherlands
| | - Cillian McHugh
- Department of Psychology, University of Limerick, Limerick, Ireland
| | - John Paul Minda
- Department of Psychology, The University of Western Ontario, London, ON, Canada
| | - Panagiotis Mitkidis
- Department of Management, Aarhus University, Aarhus, Denmark.,Center for Advanced Hindsight, Duke University, Durham, NC, USA
| | - Andreas Olsson
- Department of Clinical Neuroscience, Karolinska Institute, Solna, Sweden
| | - Tobias Otterbring
- Department of Management, University of Agder, Kristiansand, Norway.,Institute of Retail Economics, Stockholm, Sweden
| | | | - Anat Perry
- Psychology Department, The Hebrew University of Jerusalem, Jerusalem, Israel
| | | | | | - Julián C Riaño-Moreno
- Medicine Faculty, Cooperative University of Colombia, Villavicencio, Colombia.,Department of Bioethics, El Bosque University, Bogotá, Colombia
| | - Tobias Rothmund
- Institute of Communication Science, Friedrich-Schiller University Jena, Jena, Germany
| | | | - Petra C Schmid
- Department of Management, Technology, and Economics, ETH Zürich, Zürich, Switzerland
| | - Drozdstoy Stoyanov
- Department of Psychiatry and Medical Psychology, Research Institute, Medical University of Plovdiv, Plovdiv, Bulgaria
| | - Shruti Tewari
- Humanities and Social Sciences, Indian Institute of Management, Indore, India
| | | | - Manos Tsakiris
- Department of Psychology, Royal Holloway, University of London, London, England.,Center for the Politics of Feelings, School of Advanced Study, University of London, London, England.,Department of Behavioral and Cognitive Sciences, Faculty of Humanities, Education and Social Sciences, University of Luxembourg, Luxembourg City, Luxembourg
| | - Hans H Tung
- Center for Research in Econometric Theory and Applications, National Taiwan University, Taipei, Taiwan.,Department of Political Science, National Taiwan University, Taipei, Taiwan
| | - Radu G Umbreș
- Faculty of Political Science, National School for Political Studies and Public Administration, Bucharest, Romania
| | - Edmunds Vanags
- Department of Psychology, University of Latvia, Riga, Latvia
| | | | - Andrew Vonasch
- Department of Psychology, Speech, and Hearing, University of Canterbury, Christchurch, New Zealand
| | - Meltem Yucel
- Department of Psychology and Neuroscience, Duke University, Durham, NC, USA.,Department of Psychology, University of Virginia, Charlottesville, VA, USA
| | - Yucheng Zhang
- School of Economics and Management, Hebei University of Technology, Tianjin, PR China
| | - Mohcine Abad
- School of Collective Intelligence, Mohammed VI Polytechnic University, Ben Guerir, Morocco
| | - Eli Adler
- Psychology Department, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Narin Akrawi
- Institute for Research and Development-Kurdistan, Middle East, Iraq
| | - Hamza Alaoui Mdarhri
- School of Collective Intelligence, Mohammed VI Polytechnic University, Ben Guerir, Morocco
| | | | - David M Amodio
- Department of Psychology and Neural Science, New York University, New York, NY, USA.,Department of Psychology, University of Amsterdam, Amsterdam, Netherlands
| | - Benedict G Antazo
- Department of Psychology, Jose Rizal University, Mandaluyong, Philippines
| | - Matthew Apps
- Center for Human Brain Health, School of Psychology, University of Birmingham, Birmingham, England
| | - F Ceren Ay
- Department of Economics, Norwegian School of Economics, Bergen, Norway.,Telenor Research, Oslo, Norway
| | | | - Sergio Barbosa
- School of Medicine and Health Sciences, University of Rosario, Bogotá, Colombia.,Moral Psychology and Decision Sciences Research Incubator, University of Rosario, Bogotá, Colombia
| | - Brock Bastian
- School of Psychological Sciences, University of Melbourne, Parkville, VIC, Australia
| | - Anton Berg
- Department of Digital Humanities, University of Helsinki, Helsinki, Finland
| | | | - Michael Bernstein
- Department of Psychological and Social Sciences, Penn State Abington, Abington, PA, USA
| | - Michał Białek
- Institute of Psychology, University of Wrocław, Wrocław, Poland
| | | | - Natalia Bogatyreva
- National Research University Higher School of Economics (HSE), Moscow, Russia
| | - Leonardo Boncinelli
- Department of Economics and Management, University of Florence, Florence, Italy
| | - Jonathan E Booth
- Department of Management, London School of Economics and Political Science, London, England
| | - Sylvie Borau
- Toulouse Business School, University of Toulouse, Toulouse, France
| | - Ondrej Buchel
- Social Policy Institute of the Ministry of Labor, Family and Social Affairs of the Slovak Republic, Bratislava, Slovakia.,Department of Sociology, Tilburg University, Tilburg, Netherlands
| | - C Daryl Cameron
- Department of Psychology, Penn State University, University Park, PA, USA.,Rock Ethics Institute, Penn State University, University Park, PA, USA
| | - Chrissie F Carvalho
- Department of Psychology, Federal University of Santa Catarina, Florianópolis, Brazil
| | - Tatiana Celadin
- Department of Economics, University of Bologna, Bologna, Italy
| | - Chiara Cerami
- IUSS Cognitive Neuroscience (ICoN) Center, Institute for Advanced Study of Pavia, Pavia, Italy.,Cognitive Computational Neuroscience Research Unit, Neurological Institute Foundation Casimiro Mondino, Pavia, Italy
| | | | - Xiaojun Cheng
- School of Psychology, Shenzhen University, Shenzhen, PR China
| | - Luca Cian
- Darden School of Business, University of Virginia, Charlottesville, VA, USA
| | - Kate Cockcroft
- Department of Psychology, University of the Witwatersrand, Johannesburg, South Africa
| | - Jane Conway
- Institute for Advanced Study in Toulouse, Université Toulouse 1 Capitole, Toulouse, France
| | | | - Chiara Crespi
- Cognitive Computational Neuroscience Research Unit, Neurological Institute Foundation Casimiro Mondino, Pavia, Italy.,Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy
| | - Marie Crouzevialle
- Department of Management, Technology, and Economics, ETH Zürich, Zürich, Switzerland
| | - Jo Cutler
- Department of Experimental Psychology, University of Oxford, Oxford, England.,Center for Human Brain Health, School of Psychology, University of Birmingham, Birmingham, England
| | | | | | - Michael A Daniels
- UBC Sauder School of Business, University of British Columbia, Vancouver, BC, Canada
| | - Victoria H Davis
- Department of Psychology, University of Toronto, Toronto, ON, Canada
| | - Pamala N Dayley
- Psychology Department, University of California - Los Angeles, Los Angeles, CA, USA
| | - Sylvain Delouvee
- Laboratory of Psychology: Cognition, Behavior, and Communication (LP3C), Rennes 2 University, Rennes, France
| | - Ognjan Denkovski
- Department of Psychology, University of Amsterdam, Amsterdam, Netherlands
| | - Guillaume Dezecache
- Laboratory of Social and Cognitive Psychology, Clermont Auvergne University, CNRS, Clermont-Ferrand, France
| | - Nathan A Dhaliwal
- UBC Sauder School of Business, University of British Columbia, Vancouver, BC, Canada
| | - Alelie B Diato
- Cavite State University-General Trias City Campus, Cavite, Philippines
| | | | - Marianna Drosinou
- Department of Digital Humanities, University of Helsinki, Helsinki, Finland
| | - Uwe Dulleck
- School of Economics and Finance, Queensland University of Technology, Brisbane, QLD, Australia.,Center for Behavioural Economics, Society and Technology, Queensland University of Technology, Brisbane, QLD, Australia.,Crawford School of Public Policy, Australian National University, Canberra, ACT, Australia.,CESifo, University of Munich, Munich, Germany
| | - Jānis Ekmanis
- Department of Psychology, University of Latvia, Riga, Latvia
| | - Arhan S Ertan
- Department of International Trade, Boğaziçi University, Istanbul, Turkey
| | - Tom W Etienne
- Kieskompas - Election Compass, Amsterdam, Netherlands
| | - Hapsa Hossain Farhana
- Department of Educational and Counselling Psychology, University of Dhaka, Dhaka, Bangladesh
| | - Fahima Farkhari
- Institute of Communication Science, Friedrich-Schiller University Jena, Jena, Germany
| | - Harry Farmer
- School of Human Sciences, Institute for Lifecourse Development, University of Greenwich, London, England
| | - Ali Fenwick
- Hult International Business School Dubai, Dubai, UAE
| | - Kristijan Fidanovski
- Department of Social Policy and Intervention, University of Oxford, Oxford, England
| | - Terry Flew
- Department of Media and Communications, University of Sydney, Sydney, NSW, Australia
| | - Shona Fraser
- Department of Psychiatry, University of the Witwatersrand, Johannesburg, South Africa
| | | | | | - Jessica Gale
- Department of Psychology, Speech, and Hearing, University of Canterbury, Christchurch, New Zealand
| | - E Begoña Garcia-Navarro
- ESEIS/COIDESO [ESEIS, Social Studies and Social Intervention Research Center; COIDESO, COIDESO, Center for Research in Contemporary Thought and Innovation for Social Development], University of Huelva, Huelva, Spain
| | - Prasad Garladinne
- Humanities and Social Sciences, Indian Institute of Management, Indore, India
| | - Oussama Ghajjou
- Department of Peace Studies, University of Bradford, Bradford, England
| | | | - Kurt Gray
- Department of Psychology and Neuroscience, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | | | | | - Mert Gümren
- Department of Economics, Koc University, Istanbul, Turkey
| | | | - Eran Halperin
- Psychology Department, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Elizabeth Harris
- Department of Psychology and Neural Science, New York University, New York, NY, USA
| | - Volo Herzon
- Department of Digital Humanities, University of Helsinki, Helsinki, Finland
| | - Matej Hruška
- Faculty of Social and Economic Sciences, Comenius University, Bratislava, Slovakia
| | - Guanxiong Huang
- Department of Media and Communication, City University of Hong Kong, Kowloon Tong, Hong Kong
| | - Matthias F C Hudecek
- University of Regensburg, Regensburg, Germany.,FOM University of Applied Sciences, Essen, Germany
| | - Ozan Isler
- School of Economics and Finance, Queensland University of Technology, Brisbane, QLD, Australia.,Center for Behavioural Economics, Society and Technology, Queensland University of Technology, Brisbane, QLD, Australia
| | - Simon Jangard
- Department of Clinical Neuroscience, Karolinska Institute, Solna, Sweden
| | | | - Frank Kachanoff
- Department of Psychology and Neuroscience, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - John Kahn
- Department of Government, Dartmouth College, Hanover, NH, USA
| | | | - Oleksandra Keudel
- Graduate School for Transnational Studies, Free University of Berlin, Berlin, Germany
| | - Lina Koppel
- Department of Management and Engineering, Linköping University, Linköping, Sweden
| | - Mika Koverola
- Department of Digital Humanities, University of Helsinki, Helsinki, Finland
| | - Emily Kubin
- Department of Psychology, University of Koblenz-Landau, Landau, Germany
| | - Anton Kunnari
- Department of Digital Humanities, University of Helsinki, Helsinki, Finland
| | | | - Oscar Laguna
- Kieskompas - Election Compass, Amsterdam, Netherlands
| | - Josh Leota
- Department of Psychology, University of Alberta, Edmonton, AB, Canada
| | - Eva Lermer
- FOM University of Applied Sciences, Essen, Germany.,LMU Center for Leadership and People Management, Ludwig Maximilian University of Munich, Munich, Germany.,Ansbach University for Applied Sciences, Ansbach, Germany
| | - Jonathan Levy
- Baruch Ivcher School of Psychology, Interdisciplinary Center Herzliya (IDC), Herzliya, Israel.,Department of Neuroscience and Biomedical Engineering, Aalto University, Espoo, Finland
| | - Neil Levy
- Department of Philosophy, Macquarie University, Sydney, NSW, Australia
| | - Chunyun Li
- Department of Management, London School of Economics and Political Science, London, England
| | - Elizabeth U Long
- Department of Psychology, University of Toronto, Toronto, ON, Canada
| | - Chiara Longoni
- Questrom School of Business, Boston University, Boston, MA, USA
| | - Marina Maglić
- Institute of Social Sciences Ivo Pilar, Zagreb, Croatia
| | | | | | | | | | - Asako Miura
- Graduate School of Human Sciences Human Sciences, Osaka University, Suita, Japan
| | | | | | - Elena Morales-Marente
- ESEIS/COIDESO [ESEIS, Social Studies and Social Intervention Research Center; COIDESO, COIDESO, Center for Research in Contemporary Thought and Innovation for Social Development], University of Huelva, Huelva, Spain
| | - David Moreau
- School of Psychology, University of Auckland, Auckland, New Zealand
| | - Rafał Muda
- Faculty of Economics, Maria Curie-Skłodowska University, Lublin, Poland
| | - Annalisa Myer
- Department of Psychology, University of Virginia, Charlottesville, VA, USA.,Department of Psychology, The City University of New York (CUNY) Graduate Center, New York, NY, USA
| | - Kyle Nash
- Department of Psychology, University of Alberta, Edmonton, AB, Canada
| | | | - Jonas P Nitschke
- Department of Cognition, Emotion, and Methods in Psychology, University of Vienna, Vienna, Austria
| | - Matthew S Nurse
- Australian National Centre for the Public Awareness of Science, Australian National University, Canberra, ACT, Australia
| | - Yohsuke Ohtsubo
- Department of Social Psychology, Graduate School of Humanities and Sociology, University of Tokyo, Tokyo, Japan
| | | | - Cathal O'Madagain
- School of Collective Intelligence, Mohammed VI Polytechnic University, Ben Guerir, Morocco
| | - Michal Onderco
- Department of Public Administration and Sociology, Erasmus University Rotterdam, Rotterdam, Netherlands
| | - M Soledad Palacios-Galvez
- ESEIS/COIDESO [ESEIS, Social Studies and Social Intervention Research Center; COIDESO, COIDESO, Center for Research in Contemporary Thought and Innovation for Social Development], University of Huelva, Huelva, Spain
| | - Jussi Palomäki
- Department of Digital Humanities, University of Helsinki, Helsinki, Finland
| | - Yafeng Pan
- Department of Clinical Neuroscience, Karolinska Institute, Solna, Sweden
| | - Zsófia Papp
- Center for Social Sciences, Hungarian Academy of Sciences Center of Excellence, Budapest, Hungary
| | - Philip Pärnamets
- Department of Clinical Neuroscience, Karolinska Institute, Solna, Sweden
| | | | - Zoran Pavlović
- Department of Psychology, University of Belgrade, Belgrade, Serbia
| | - César Payán-Gómez
- Department of Biology, Faculty of Natural Sciences, Universidad del Rosario, Bogotá, Colombia
| | - Silva Perander
- Department of Digital Humanities, University of Helsinki, Helsinki, Finland
| | - Michael Mark Pitman
- Department of Psychology, University of the Witwatersrand, Johannesburg, South Africa
| | | | | | - Steve Rathje
- Department of Psychology, University of Cambridge, Cambridge, England
| | - Ali Raza
- Department of Computer Science, University of Colorado Boulder, Boulder, CO, USA.,Institute of Cognitive Science, University of Colorado Boulder, Boulder, CO, USA
| | - Gabriel G Rêgo
- Social and Cognitive Neuroscience Laboratory, Mackenzie Presbyterian University, São Paulo, Brazil
| | | | - Claire E Robertson
- Department of Psychology and Neural Science, New York University, New York, NY, USA
| | - Iván Rodríguez-Pascual
- ESEIS/COIDESO [ESEIS, Social Studies and Social Intervention Research Center; COIDESO, COIDESO, Center for Research in Contemporary Thought and Innovation for Social Development], University of Huelva, Huelva, Spain
| | | | | | - Waldir M Sampaio
- Social and Cognitive Neuroscience Laboratory, Mackenzie Presbyterian University, São Paulo, Brazil
| | - Gaia C Santi
- IUSS Cognitive Neuroscience (ICoN) Center, Institute for Advanced Study of Pavia, Pavia, Italy
| | | | - David Savage
- Newcastle Business School, University of Newcastle, Callaghan, NSW, Australia
| | - Julian A Scheffer
- Department of Psychology, Penn State University, University Park, PA, USA
| | - Philipp Schönegger
- Department of Philosophy, University of St Andrews, St Andrews, Scotland.,School of Economics and Finance, University of St Andrews, St Andrews, Scotland
| | - David T Schultner
- Department of Psychology, Jose Rizal University, Mandaluyong, Philippines
| | - Enid M Schutte
- Department of Psychology, University of the Witwatersrand, Johannesburg, South Africa
| | - Andy Scott
- Department of Psychology, University of Alberta, Edmonton, AB, Canada
| | | | | | - Ahmed Skali
- Department of Global Economics and Management, University of Groningen, Groningen, Netherlands
| | | | - Clara Alexandra Stafford
- Department of Psychology, The University of Western Ontario, London, ON, Canada.,Brain and Mind Institute, University of Western Ontario, London, ON, Canada.,Western Interdisciplinary Research Building, University of Western Ontario, London, ON, Canada
| | | | - Anna Stefaniak
- Department of Psychology, Carleton University, Ottawa, ON, Canada
| | - Anni Sternisko
- Department of Psychology and Neural Science, New York University, New York, NY, USA
| | - Augustin Stoica
- National University of Political Studies and Public Administration (SNSPA), Bucharest, Romania
| | - Kristina K Stoyanova
- Research Institute at Medical University of Plovdiv), Division of Translational Neuroscience, Plovdiv, Bulgaria
| | - Brent Strickland
- School of Collective Intelligence, Mohammed VI Polytechnic University, Ben Guerir, Morocco.,Department of Cognitive Science, ENS, EHESS, CNRS, Institut Jean Nicod, PSL Research University, Paris, France
| | - Jukka Sundvall
- Department of Digital Humanities, University of Helsinki, Helsinki, Finland
| | - Jeffrey P Thomas
- School of Psychological Sciences, University of Melbourne, Parkville, VIC, Australia
| | - Gustav Tinghög
- Department of Management and Engineering, Linköping University, Linköping, Sweden
| | - Benno Torgler
- School of Economics and Finance, Queensland University of Technology, Brisbane, QLD, Australia.,Center for Behavioural Economics, Society and Technology, Queensland University of Technology, Brisbane, QLD, Australia.,CREMA - Center for Research in Economics, Management and the Arts, Basel, Switzerland
| | - Iris J Traast
- Department of Psychology, Jose Rizal University, Mandaluyong, Philippines
| | - Raffaele Tucciarelli
- The Warburg Institute, School of Advanced Study, University of London, London, England.,Institute of Cognitive Neuroscience, University College London, London, England
| | - Michael Tyrala
- Institute for Emerging Market Studies, The Hong Kong University of Science and Technology, Kowloon, Hong Kong
| | - Nick D Ungson
- Department of Psychology, Susquehanna University, Selinsgrove, PA, USA
| | - Mete S Uysal
- Psychology Department, Dokuz Eylül University, İzmir, Turkey
| | - Paul A M Van Lange
- Department of Experimental and Applied Psychology, VU Amsterdam, Amsterdam, Netherlands
| | | | - Dirk van Rooy
- Research School of Psychology, Australian National University, Canberra, ACT, Australia
| | - Daniel Västfjäll
- Department of Behavioural Sciences and Learning (IBL), Linköping University, Linköping, Sweden
| | - Peter Verkoeijen
- Department of Psychology, Education and Child Studies, Erasmus University Rotterdam, Rotterdam, Netherlands
| | - Joana B Vieira
- Department of Clinical Neuroscience, Karolinska Institute, Solna, Sweden
| | | | | | - Jennifer Watermeyer
- Health Communication Research Unit, School of Human and Community Development, University of the Witwatersrand, Johannesburg, South Africa
| | - Erik Wetter
- Department of Business Administration, Stockholm School of Economics, Stockholm, Sweden
| | - Ashley Whillans
- Harvard Business School, Harvard University, Cambridge, MA, USA
| | - Robin Willardt
- Department of Management, Technology, and Economics, ETH Zürich, Zürich, Switzerland
| | - Michael J A Wohl
- Department of Psychology, Carleton University, Ottawa, ON, Canada
| | | | - Kaidi Wu
- University of California, San Diego, La Jolla, CA, USA
| | | | - Onurcan Yilmaz
- Department of Psychology, Kadir Has University, Istanbul, Turkey
| | - Kumar Yogeeswaran
- Department of Psychology, Speech, and Hearing, University of Canterbury, Christchurch, New Zealand
| | | | - Rolf A Zwaan
- Department of Psychology, Education and Child Studies, Erasmus University Rotterdam, Rotterdam, Netherlands
| | - Paulo S Boggio
- Social and Cognitive Neuroscience Laboratory, Mackenzie Presbyterian University, São Paulo, Brazil
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12
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Nash K, Kleinert T, Leota J, Scott A, Schimel J. Resting-state networks of believers and non-believers: An EEG microstate study. Biol Psychol 2022; 169:108283. [PMID: 35114302 DOI: 10.1016/j.biopsycho.2022.108283] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2021] [Revised: 01/25/2022] [Accepted: 01/26/2022] [Indexed: 11/02/2022]
Abstract
Atheism and agnosticism are becoming increasingly popular, yet the neural processes underpinning individual differences in religious belief and non-belief remain poorly understood. In the current study, we examined differences between Believers and Non-Believers with regard to fundamental neural resting networks using EEG microstate analysis. Results demonstrated that Non-Believers show increased contribution from a resting-state network associated with deliberative or analytic processing (Microstate D), and Believers show increased contribution from a network associated with intuitive or automatic processing (Microstate C). Further, analysis of resting-state network communication suggested that Non-Believers may process visual information in a more deliberative or top-down manner, and Believers may process visual information in a more intuitive or bottom-up manner. These results support dual process explanations of individual differences in religious belief and add to the representation of non-belief as more than merely a lack of belief.
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Affiliation(s)
- Kyle Nash
- Department of Psychology, University of Alberta, Edmonton AB T6G 2R3, Canada.
| | - Tobias Kleinert
- Department of Psychology, University of Alberta, Edmonton AB T6G 2R3, Canada
| | - Josh Leota
- Department of Psychology, University of Alberta, Edmonton AB T6G 2R3, Canada
| | - Andy Scott
- Department of Psychology, University of Alberta, Edmonton AB T6G 2R3, Canada
| | - Jeff Schimel
- Department of Psychology, University of Alberta, Edmonton AB T6G 2R3, Canada
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13
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Van Bavel JJ, Cichocka A, Capraro V, Sjåstad H, Nezlek JB, Pavlović T, Alfano M, Gelfand MJ, Azevedo F, Birtel MD, Cislak A, Lockwood PL, Ross RM, Abts K, Agadullina E, Aruta JJB, Besharati SN, Bor A, Choma BL, Crabtree CD, Cunningham WA, De K, Ejaz W, Elbaek CT, Findor A, Flichtentrei D, Franc R, Gjoneska B, Gruber J, Gualda E, Horiuchi Y, Huynh TLD, Ibanez A, Imran MA, Israelashvili J, Jasko K, Kantorowicz J, Kantorowicz-Reznichenko E, Krouwel A, Laakasuo M, Lamm C, Leygue C, Lin MJ, Mansoor MS, Marie A, Mayiwar L, Mazepus H, McHugh C, Minda JP, Mitkidis P, Olsson A, Otterbring T, Packer DJ, Perry A, Petersen MB, Puthillam A, Riaño-Moreno JC, Rothmund T, Santamaría-García H, Schmid PC, Stoyanov D, Tewari S, Todosijević B, Tsakiris M, Tung HH, Umbreș RG, Vanags E, Vlasceanu M, Vonasch A, Yucel M, Zhang Y, Abad M, Adler E, Akrawi N, Mdarhri HA, Amara H, Amodio DM, Antazo BG, Apps M, Ay FC, Ba MH, Barbosa S, Bastian B, Berg A, Bernal-Zárate MP, Bernstein M, Białek M, Bilancini E, Bogatyreva N, Boncinelli L, Booth JE, Borau S, Buchel O, Cameron CD, Carvalho CF, Celadin T, Cerami C, Chalise HN, Cheng X, Cian L, Cockcroft K, Conway J, Córdoba-Delgado MA, Crespi C, Crouzevialle M, Cutler J, Cypryańska M, Dabrowska J, Daniels MA, Davis VH, Dayley PN, Delouvee S, Denkovski O, Dezecache G, Dhaliwal NA, Diato AB, Di Paolo R, Drosinou M, Dulleck U, Ekmanis J, Ertan AS, Etienne TW, Farhana HH, Farkhari F, Farmer H, Fenwick A, Fidanovski K, Flew T, Fraser S, Frempong RB, Fugelsang JA, Gale J, Garcia-Navarro EB, Garladinne P, Ghajjou O, Gkinopoulos T, Gray K, Griffin SM, Gronfeldt B, Gümren M, Gurung RL, Halperin E, Harris E, Herzon V, Hruška M, Huang G, Hudecek MFC, Isler O, Jangard S, Jørgensen FJ, Kachanoff F, Kahn J, Dangol AK, Keudel O, Koppel L, Koverola M, Kubin E, Kunnari A, Kutiyski Y, Laguna O, Leota J, Lermer E, Levy J, Levy N, Li C, Long EU, Longoni C, Maglić M, McCashin D, Metcalf AL, Mikloušić I, El Mimouni S, Miura A, Molina-Paredes J, Monroy-Fonseca C, Morales-Marente E, Moreau D, Muda R, Myer A, Nash K, Nesh-Nash T, Nitschke JP, Nurse MS, Ohtsubo Y, Oldemburgo de Mello V, O'Madagain C, Onderco M, Palacios-Galvez MS, Palomäki J, Pan Y, Papp Z, Pärnamets P, Paruzel-Czachura M, Pavlović Z, Payán-Gómez C, Perander S, Pitman MM, Prasad R, Pyrkosz-Pacyna J, Rathje S, Raza A, Rêgo GG, Rhee K, Robertson CE, Rodríguez-Pascual I, Saikkonen T, Salvador-Ginez O, Sampaio WM, Santi GC, Santiago-Tovar N, Savage D, Scheffer JA, Schönegger P, Schultner DT, Schutte EM, Scott A, Sharma M, Sharma P, Skali A, Stadelmann D, Stafford CA, Stanojević D, Stefaniak A, Sternisko A, Stoica A, Stoyanova KK, Strickland B, Sundvall J, Thomas JP, Tinghög G, Torgler B, Traast IJ, Tucciarelli R, Tyrala M, Ungson ND, Uysal MS, Van Lange PAM, van Prooijen JW, van Rooy D, Västfjäll D, Verkoeijen P, Vieira JB, von Sikorski C, Walker AC, Watermeyer J, Wetter E, Whillans A, Willardt R, Wohl MJA, Wójcik AD, Wu K, Yamada Y, Yilmaz O, Yogeeswaran K, Ziemer CT, Zwaan RA, Boggio PS. National identity predicts public health support during a global pandemic. Nat Commun 2022. [PMID: 35082277 DOI: 10.31234/osf.io/ydt95] [Citation(s) in RCA: 17] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/13/2023] Open
Abstract
Changing collective behaviour and supporting non-pharmaceutical interventions is an important component in mitigating virus transmission during a pandemic. In a large international collaboration (Study 1, N = 49,968 across 67 countries), we investigated self-reported factors associated with public health behaviours (e.g., spatial distancing and stricter hygiene) and endorsed public policy interventions (e.g., closing bars and restaurants) during the early stage of the COVID-19 pandemic (April-May 2020). Respondents who reported identifying more strongly with their nation consistently reported greater engagement in public health behaviours and support for public health policies. Results were similar for representative and non-representative national samples. Study 2 (N = 42 countries) conceptually replicated the central finding using aggregate indices of national identity (obtained using the World Values Survey) and a measure of actual behaviour change during the pandemic (obtained from Google mobility reports). Higher levels of national identification prior to the pandemic predicted lower mobility during the early stage of the pandemic (r = -0.40). We discuss the potential implications of links between national identity, leadership, and public health for managing COVID-19 and future pandemics.
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Affiliation(s)
- Jay J Van Bavel
- Department of Psychology and Neural Science, New York University, New York, NY, USA.
| | | | - Valerio Capraro
- Department of Economics, Middlesex University London, London, England
| | - Hallgeir Sjåstad
- Department of Strategy and Management, Norwegian School of Economics, Bergen, Norway
| | - John B Nezlek
- SWPS University of Social Sciences and Humanities, Poznań, Poland
- Department of Psychological Sciences, College of William and Mary, Williamsburg, VA, USA
| | | | - Mark Alfano
- Department of Philosophy, Macquarie University, Sydney, NSW, Australia
| | - Michele J Gelfand
- Stanford Graduate School of Business, Stanford University, Stanford, CA, USA
| | - Flavio Azevedo
- Institute of Communication Science, Friedrich-Schiller University Jena, Jena, Germany.
| | - Michèle D Birtel
- School of Human Sciences, Institute for Lifecourse Development, University of Greenwich, London, England
| | | | - Patricia L Lockwood
- Department of Experimental Psychology, University of Oxford, Oxford, England
- Center for Human Brain Health, School of Psychology, University of Birmingham, Birmingham, England
| | | | | | - Elena Agadullina
- National Research University Higher School of Economics (HSE), Moscow, Russia
| | | | | | - Alexander Bor
- Department of Political Science, Aarhus University, Aarhus, Denmark
| | | | | | | | - Koustav De
- Gatton College of Business and Economics, University of Kentucky, Lexington, KY, USA
| | - Waqas Ejaz
- Department of Mass Communication, National University of Science and Technology (NUST), Islamabad, Pakistan
| | | | - Andrej Findor
- Faculty of Social and Economic Sciences, Comenius University, Bratislava, Slovakia
| | | | - Renata Franc
- Institute of Social Sciences Ivo Pilar, Zagreb, Croatia
| | - Biljana Gjoneska
- Macedonian Academy of Sciences and Arts, North Macedonia, Republic of North Macedonia
| | - June Gruber
- University of Colorado Boulder, Boulder, CO, USA
| | - Estrella Gualda
- ESEIS/COIDESO [ESEIS, Social Studies and Social Intervention Research Center; COIDESO, COIDESO, Center for Research in Contemporary Thought and Innovation for Social Development], University of Huelva, Huelva, Spain
- Faculty of Social Work, University of Huelva, Huelva, Spain
| | - Yusaku Horiuchi
- Department of Government, Dartmouth College, Hanover, NH, USA
| | | | - Agustin Ibanez
- Latin American Brain Health Institute (BrainLat), Adolfo Ibáñez University, Santiago, Chile
- Global Brain Health Institute, University of San Andrés, Buenos Aires, Argentina
| | - Mostak Ahamed Imran
- Department of Educational and Counselling Psychology, University of Dhaka, Dhaka, Bangladesh
| | - Jacob Israelashvili
- Psychology Department, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Katarzyna Jasko
- Institute of Psychology, Jagiellonian University, Kraków, Poland
| | - Jaroslaw Kantorowicz
- Institute of Security and Global Affairs, Leiden University, The Hague, Netherlands
| | | | - André Krouwel
- Department of Political Science, Vrije University (VU) Amsterdam, Amsterdam, Netherlands
| | - Michael Laakasuo
- Department of Digital Humanities, University of Helsinki, Helsinki, Finland
| | - Claus Lamm
- Department of Cognition, Emotion, and Methods in Psychology, University of Vienna, Vienna, Austria
| | - Caroline Leygue
- School of Psychology, National Autonomous University of Mexico, Mexico City, Mexico
| | - Ming-Jen Lin
- Department of Economics, National Taiwan University, Taipei, Taiwan
- Center for Research in Econometric Theory and Applications, National Taiwan University, Taipei, Taiwan
| | | | - Antoine Marie
- Department of Political Science, Aarhus University, Aarhus, Denmark
| | - Lewend Mayiwar
- Department of Leadership and Organizational Behavior, BI Norwegian Business School, Oslo, Norway
| | - Honorata Mazepus
- Institute of Security and Global Affairs, Leiden University, Leiden, Netherlands
- Faculty of Governance and Global Affairs, Leiden University, Leiden, Netherlands
| | - Cillian McHugh
- Department of Psychology, University of Limerick, Limerick, Ireland
| | - John Paul Minda
- Department of Psychology, The University of Western Ontario, London, ON, Canada
| | - Panagiotis Mitkidis
- Department of Management, Aarhus University, Aarhus, Denmark
- Center for Advanced Hindsight, Duke University, Durham, NC, USA
| | - Andreas Olsson
- Department of Clinical Neuroscience, Karolinska Institute, Solna, Sweden
| | - Tobias Otterbring
- Department of Management, University of Agder, Kristiansand, Norway
- Institute of Retail Economics, Stockholm, Sweden
| | | | - Anat Perry
- Psychology Department, The Hebrew University of Jerusalem, Jerusalem, Israel
| | | | | | - Julián C Riaño-Moreno
- Medicine Faculty, Cooperative University of Colombia, Villavicencio, Colombia
- Department of Bioethics, El Bosque University, Bogotá, Colombia
| | - Tobias Rothmund
- Institute of Communication Science, Friedrich-Schiller University Jena, Jena, Germany
| | | | - Petra C Schmid
- Department of Management, Technology, and Economics, ETH Zürich, Zürich, Switzerland
| | - Drozdstoy Stoyanov
- Department of Psychiatry and Medical Psychology, Research Institute, Medical University of Plovdiv, Plovdiv, Bulgaria
| | - Shruti Tewari
- Humanities and Social Sciences, Indian Institute of Management, Indore, India
| | | | - Manos Tsakiris
- Department of Psychology, Royal Holloway, University of London, London, England
- Center for the Politics of Feelings, School of Advanced Study, University of London, London, England
- Department of Behavioral and Cognitive Sciences, Faculty of Humanities, Education and Social Sciences, University of Luxembourg, Luxembourg City, Luxembourg
| | - Hans H Tung
- Center for Research in Econometric Theory and Applications, National Taiwan University, Taipei, Taiwan
- Department of Political Science, National Taiwan University, Taipei, Taiwan
| | - Radu G Umbreș
- Faculty of Political Science, National School for Political Studies and Public Administration, Bucharest, Romania
| | - Edmunds Vanags
- Department of Psychology, University of Latvia, Riga, Latvia
| | | | - Andrew Vonasch
- Department of Psychology, Speech, and Hearing, University of Canterbury, Christchurch, New Zealand
| | - Meltem Yucel
- Department of Psychology and Neuroscience, Duke University, Durham, NC, USA
- Department of Psychology, University of Virginia, Charlottesville, VA, USA
| | - Yucheng Zhang
- School of Economics and Management, Hebei University of Technology, Tianjin, PR China
| | - Mohcine Abad
- School of Collective Intelligence, Mohammed VI Polytechnic University, Ben Guerir, Morocco
| | - Eli Adler
- Psychology Department, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Narin Akrawi
- Institute for Research and Development-Kurdistan, Middle East, Iraq
| | - Hamza Alaoui Mdarhri
- School of Collective Intelligence, Mohammed VI Polytechnic University, Ben Guerir, Morocco
| | | | - David M Amodio
- Department of Psychology and Neural Science, New York University, New York, NY, USA
- Department of Psychology, University of Amsterdam, Amsterdam, Netherlands
| | - Benedict G Antazo
- Department of Psychology, Jose Rizal University, Mandaluyong, Philippines
| | - Matthew Apps
- Center for Human Brain Health, School of Psychology, University of Birmingham, Birmingham, England
| | - F Ceren Ay
- Department of Economics, Norwegian School of Economics, Bergen, Norway
- Telenor Research, Oslo, Norway
| | | | - Sergio Barbosa
- School of Medicine and Health Sciences, University of Rosario, Bogotá, Colombia
- Moral Psychology and Decision Sciences Research Incubator, University of Rosario, Bogotá, Colombia
| | - Brock Bastian
- School of Psychological Sciences, University of Melbourne, Parkville, VIC, Australia
| | - Anton Berg
- Department of Digital Humanities, University of Helsinki, Helsinki, Finland
| | | | - Michael Bernstein
- Department of Psychological and Social Sciences, Penn State Abington, Abington, PA, USA
| | - Michał Białek
- Institute of Psychology, University of Wrocław, Wrocław, Poland
| | | | - Natalia Bogatyreva
- National Research University Higher School of Economics (HSE), Moscow, Russia
| | - Leonardo Boncinelli
- Department of Economics and Management, University of Florence, Florence, Italy
| | - Jonathan E Booth
- Department of Management, London School of Economics and Political Science, London, England
| | - Sylvie Borau
- Toulouse Business School, University of Toulouse, Toulouse, France
| | - Ondrej Buchel
- Social Policy Institute of the Ministry of Labor, Family and Social Affairs of the Slovak Republic, Bratislava, Slovakia
- Department of Sociology, Tilburg University, Tilburg, Netherlands
| | - C Daryl Cameron
- Department of Psychology, Penn State University, University Park, PA, USA
- Rock Ethics Institute, Penn State University, University Park, PA, USA
| | - Chrissie F Carvalho
- Department of Psychology, Federal University of Santa Catarina, Florianópolis, Brazil
| | - Tatiana Celadin
- Department of Economics, University of Bologna, Bologna, Italy
| | - Chiara Cerami
- IUSS Cognitive Neuroscience (ICoN) Center, Institute for Advanced Study of Pavia, Pavia, Italy
- Cognitive Computational Neuroscience Research Unit, Neurological Institute Foundation Casimiro Mondino, Pavia, Italy
| | | | - Xiaojun Cheng
- School of Psychology, Shenzhen University, Shenzhen, PR China
| | - Luca Cian
- Darden School of Business, University of Virginia, Charlottesville, VA, USA
| | - Kate Cockcroft
- Department of Psychology, University of the Witwatersrand, Johannesburg, South Africa
| | - Jane Conway
- Institute for Advanced Study in Toulouse, Université Toulouse 1 Capitole, Toulouse, France
| | | | - Chiara Crespi
- Cognitive Computational Neuroscience Research Unit, Neurological Institute Foundation Casimiro Mondino, Pavia, Italy
- Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy
| | - Marie Crouzevialle
- Department of Management, Technology, and Economics, ETH Zürich, Zürich, Switzerland
| | - Jo Cutler
- Department of Experimental Psychology, University of Oxford, Oxford, England
- Center for Human Brain Health, School of Psychology, University of Birmingham, Birmingham, England
| | | | | | - Michael A Daniels
- UBC Sauder School of Business, University of British Columbia, Vancouver, BC, Canada
| | - Victoria H Davis
- Department of Psychology, University of Toronto, Toronto, ON, Canada
| | - Pamala N Dayley
- Psychology Department, University of California - Los Angeles, Los Angeles, CA, USA
| | - Sylvain Delouvee
- Laboratory of Psychology: Cognition, Behavior, and Communication (LP3C), Rennes 2 University, Rennes, France
| | - Ognjan Denkovski
- Department of Psychology, University of Amsterdam, Amsterdam, Netherlands
| | - Guillaume Dezecache
- Laboratory of Social and Cognitive Psychology, Clermont Auvergne University, CNRS, Clermont-Ferrand, France
| | - Nathan A Dhaliwal
- UBC Sauder School of Business, University of British Columbia, Vancouver, BC, Canada
| | - Alelie B Diato
- Cavite State University-General Trias City Campus, Cavite, Philippines
| | | | - Marianna Drosinou
- Department of Digital Humanities, University of Helsinki, Helsinki, Finland
| | - Uwe Dulleck
- School of Economics and Finance, Queensland University of Technology, Brisbane, QLD, Australia
- Center for Behavioural Economics, Society and Technology, Queensland University of Technology, Brisbane, QLD, Australia
- Crawford School of Public Policy, Australian National University, Canberra, ACT, Australia
- CESifo, University of Munich, Munich, Germany
| | - Jānis Ekmanis
- Department of Psychology, University of Latvia, Riga, Latvia
| | - Arhan S Ertan
- Department of International Trade, Boğaziçi University, Istanbul, Turkey
| | - Tom W Etienne
- Kieskompas - Election Compass, Amsterdam, Netherlands
| | - Hapsa Hossain Farhana
- Department of Educational and Counselling Psychology, University of Dhaka, Dhaka, Bangladesh
| | - Fahima Farkhari
- Institute of Communication Science, Friedrich-Schiller University Jena, Jena, Germany
| | - Harry Farmer
- School of Human Sciences, Institute for Lifecourse Development, University of Greenwich, London, England
| | - Ali Fenwick
- Hult International Business School Dubai, Dubai, UAE
| | - Kristijan Fidanovski
- Department of Social Policy and Intervention, University of Oxford, Oxford, England
| | - Terry Flew
- Department of Media and Communications, University of Sydney, Sydney, NSW, Australia
| | - Shona Fraser
- Department of Psychiatry, University of the Witwatersrand, Johannesburg, South Africa
| | | | | | - Jessica Gale
- Department of Psychology, Speech, and Hearing, University of Canterbury, Christchurch, New Zealand
| | - E Begoña Garcia-Navarro
- ESEIS/COIDESO [ESEIS, Social Studies and Social Intervention Research Center; COIDESO, COIDESO, Center for Research in Contemporary Thought and Innovation for Social Development], University of Huelva, Huelva, Spain
| | - Prasad Garladinne
- Humanities and Social Sciences, Indian Institute of Management, Indore, India
| | - Oussama Ghajjou
- Department of Peace Studies, University of Bradford, Bradford, England
| | | | - Kurt Gray
- Department of Psychology and Neuroscience, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | | | | | - Mert Gümren
- Department of Economics, Koc University, Istanbul, Turkey
| | | | - Eran Halperin
- Psychology Department, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Elizabeth Harris
- Department of Psychology and Neural Science, New York University, New York, NY, USA
| | - Volo Herzon
- Department of Digital Humanities, University of Helsinki, Helsinki, Finland
| | - Matej Hruška
- Faculty of Social and Economic Sciences, Comenius University, Bratislava, Slovakia
| | - Guanxiong Huang
- Department of Media and Communication, City University of Hong Kong, Kowloon Tong, Hong Kong
| | - Matthias F C Hudecek
- University of Regensburg, Regensburg, Germany
- FOM University of Applied Sciences, Essen, Germany
| | - Ozan Isler
- School of Economics and Finance, Queensland University of Technology, Brisbane, QLD, Australia
- Center for Behavioural Economics, Society and Technology, Queensland University of Technology, Brisbane, QLD, Australia
| | - Simon Jangard
- Department of Clinical Neuroscience, Karolinska Institute, Solna, Sweden
| | | | - Frank Kachanoff
- Department of Psychology and Neuroscience, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - John Kahn
- Department of Government, Dartmouth College, Hanover, NH, USA
| | | | - Oleksandra Keudel
- Graduate School for Transnational Studies, Free University of Berlin, Berlin, Germany
| | - Lina Koppel
- Department of Management and Engineering, Linköping University, Linköping, Sweden
| | - Mika Koverola
- Department of Digital Humanities, University of Helsinki, Helsinki, Finland
| | - Emily Kubin
- Department of Psychology, University of Koblenz-Landau, Landau, Germany
| | - Anton Kunnari
- Department of Digital Humanities, University of Helsinki, Helsinki, Finland
| | | | - Oscar Laguna
- Kieskompas - Election Compass, Amsterdam, Netherlands
| | - Josh Leota
- Department of Psychology, University of Alberta, Edmonton, Canada
| | - Eva Lermer
- FOM University of Applied Sciences, Essen, Germany
- LMU Center for Leadership and People Management, Ludwig Maximilian University of Munich, Munich, Germany
- Ansbach University for Applied Sciences, Ansbach, Germany
| | - Jonathan Levy
- Baruch Ivcher School of Psychology, Interdisciplinary Center Herzliya (IDC), Herzliya, Israel
- Department of Neuroscience and Biomedical Engineering, Aalto University, Espoo, Finland
| | - Neil Levy
- Department of Philosophy, Macquarie University, Sydney, NSW, Australia
| | - Chunyun Li
- Department of Management, London School of Economics and Political Science, London, England
| | - Elizabeth U Long
- Department of Psychology, University of Toronto, Toronto, ON, Canada
| | - Chiara Longoni
- Questrom School of Business, Boston University, Boston, MA, USA
| | - Marina Maglić
- Institute of Social Sciences Ivo Pilar, Zagreb, Croatia
| | | | | | | | | | - Asako Miura
- Graduate School of Human Sciences Human Sciences, Osaka University, Suita, Japan
| | | | | | - Elena Morales-Marente
- ESEIS/COIDESO [ESEIS, Social Studies and Social Intervention Research Center; COIDESO, COIDESO, Center for Research in Contemporary Thought and Innovation for Social Development], University of Huelva, Huelva, Spain
| | - David Moreau
- School of Psychology, University of Auckland, Auckland, New Zealand
| | - Rafał Muda
- Faculty of Economics, Maria Curie-Skłodowska University, Lublin, Poland
| | - Annalisa Myer
- Department of Psychology, University of Virginia, Charlottesville, VA, USA
- Department of Psychology, The City University of New York (CUNY) Graduate Center, New York, NY, USA
| | - Kyle Nash
- Department of Psychology, University of Alberta, Edmonton, Canada
| | | | - Jonas P Nitschke
- Department of Cognition, Emotion, and Methods in Psychology, University of Vienna, Vienna, Austria
| | - Matthew S Nurse
- Australian National Centre for the Public Awareness of Science, Australian National University, Canberra, ACT, Australia
| | - Yohsuke Ohtsubo
- Department of Social Psychology, Graduate School of Humanities and Sociology, University of Tokyo, Tokyo, Japan
| | | | - Cathal O'Madagain
- School of Collective Intelligence, Mohammed VI Polytechnic University, Ben Guerir, Morocco
| | - Michal Onderco
- Department of Public Administration and Sociology, Erasmus University Rotterdam, Rotterdam, Netherlands
| | - M Soledad Palacios-Galvez
- ESEIS/COIDESO [ESEIS, Social Studies and Social Intervention Research Center; COIDESO, COIDESO, Center for Research in Contemporary Thought and Innovation for Social Development], University of Huelva, Huelva, Spain
| | - Jussi Palomäki
- Department of Digital Humanities, University of Helsinki, Helsinki, Finland
| | - Yafeng Pan
- Department of Clinical Neuroscience, Karolinska Institute, Solna, Sweden
| | - Zsófia Papp
- Center for Social Sciences, Hungarian Academy of Sciences Center of Excellence, Budapest, Hungary
| | - Philip Pärnamets
- Department of Clinical Neuroscience, Karolinska Institute, Solna, Sweden
| | | | - Zoran Pavlović
- Department of Psychology, University of Belgrade, Belgrade, Serbia
| | - César Payán-Gómez
- Department of Biology, Faculty of Natural Sciences, Universidad del Rosario, Bogotá, Colombia
| | - Silva Perander
- Department of Digital Humanities, University of Helsinki, Helsinki, Finland
| | - Michael Mark Pitman
- Department of Psychology, University of the Witwatersrand, Johannesburg, South Africa
| | | | | | - Steve Rathje
- Department of Psychology, University of Cambridge, Cambridge, England
| | - Ali Raza
- Department of Computer Science, University of Colorado Boulder, Boulder, CO, USA
- Institute of Cognitive Science, University of Colorado Boulder, Boulder, CO, USA
| | - Gabriel G Rêgo
- Social and Cognitive Neuroscience Laboratory, Mackenzie Presbyterian University, São Paulo, Brazil
| | | | - Claire E Robertson
- Department of Psychology and Neural Science, New York University, New York, NY, USA
| | - Iván Rodríguez-Pascual
- ESEIS/COIDESO [ESEIS, Social Studies and Social Intervention Research Center; COIDESO, COIDESO, Center for Research in Contemporary Thought and Innovation for Social Development], University of Huelva, Huelva, Spain
| | | | | | - Waldir M Sampaio
- Social and Cognitive Neuroscience Laboratory, Mackenzie Presbyterian University, São Paulo, Brazil
| | - Gaia C Santi
- IUSS Cognitive Neuroscience (ICoN) Center, Institute for Advanced Study of Pavia, Pavia, Italy
| | | | - David Savage
- Newcastle Business School, University of Newcastle, Callaghan, NSW, Australia
| | - Julian A Scheffer
- Department of Psychology, Penn State University, University Park, PA, USA
| | - Philipp Schönegger
- Department of Philosophy, University of St Andrews, St Andrews, Scotland
- School of Economics and Finance, University of St Andrews, St Andrews, Scotland
| | - David T Schultner
- Department of Psychology, Jose Rizal University, Mandaluyong, Philippines
| | - Enid M Schutte
- Department of Psychology, University of the Witwatersrand, Johannesburg, South Africa
| | - Andy Scott
- Department of Psychology, University of Alberta, Edmonton, Canada
| | | | | | - Ahmed Skali
- Department of Global Economics and Management, University of Groningen, Groningen, Netherlands
| | | | - Clara Alexandra Stafford
- Department of Psychology, The University of Western Ontario, London, ON, Canada
- Brain and Mind Institute, University of Western Ontario, London, ON, Canada
- Western Interdisciplinary Research Building, University of Western Ontario, London, ON, Canada
| | | | - Anna Stefaniak
- Department of Psychology, Carleton University, Ottawa, ON, Canada
| | - Anni Sternisko
- Department of Psychology and Neural Science, New York University, New York, NY, USA
| | - Agustin Stoica
- National University of Political Studies and Public Administration (SNSPA), Bucharest, Romania
| | - Kristina K Stoyanova
- Research Institute at Medical University of Plovdiv), Division of Translational Neuroscience, Plovdiv, Bulgaria
| | - Brent Strickland
- School of Collective Intelligence, Mohammed VI Polytechnic University, Ben Guerir, Morocco
- Department of Cognitive Science, ENS, EHESS, CNRS, Institut Jean Nicod, PSL Research University, Paris, France
| | - Jukka Sundvall
- Department of Digital Humanities, University of Helsinki, Helsinki, Finland
| | - Jeffrey P Thomas
- School of Psychological Sciences, University of Melbourne, Parkville, VIC, Australia
| | - Gustav Tinghög
- Department of Management and Engineering, Linköping University, Linköping, Sweden
| | - Benno Torgler
- School of Economics and Finance, Queensland University of Technology, Brisbane, QLD, Australia
- Center for Behavioural Economics, Society and Technology, Queensland University of Technology, Brisbane, QLD, Australia
- CREMA - Center for Research in Economics, Management and the Arts, Basel, Switzerland
| | - Iris J Traast
- Department of Psychology, Jose Rizal University, Mandaluyong, Philippines
| | - Raffaele Tucciarelli
- The Warburg Institute, School of Advanced Study, University of London, London, England
- Institute of Cognitive Neuroscience, University College London, London, England
| | - Michael Tyrala
- Institute for Emerging Market Studies, The Hong Kong University of Science and Technology, Kowloon, Hong Kong
| | - Nick D Ungson
- Department of Psychology, Susquehanna University, Selinsgrove, PA, USA
| | - Mete S Uysal
- Psychology Department, Dokuz Eylül University, İzmir, Turkey
| | - Paul A M Van Lange
- Department of Experimental and Applied Psychology, VU Amsterdam, Amsterdam, Netherlands
| | | | - Dirk van Rooy
- Research School of Psychology, Australian National University, Canberra, ACT, Australia
| | - Daniel Västfjäll
- Department of Behavioural Sciences and Learning (IBL), Linköping University, Linköping, Sweden
| | - Peter Verkoeijen
- Department of Psychology, Education and Child Studies, Erasmus University Rotterdam, Rotterdam, Netherlands
| | - Joana B Vieira
- Department of Clinical Neuroscience, Karolinska Institute, Solna, Sweden
| | | | | | - Jennifer Watermeyer
- Health Communication Research Unit, School of Human and Community Development, University of the Witwatersrand, Johannesburg, South Africa
| | - Erik Wetter
- Department of Business Administration, Stockholm School of Economics, Stockholm, Sweden
| | - Ashley Whillans
- Harvard Business School, Harvard University, Cambridge, MA, USA
| | - Robin Willardt
- Department of Management, Technology, and Economics, ETH Zürich, Zürich, Switzerland
| | - Michael J A Wohl
- Department of Psychology, Carleton University, Ottawa, ON, Canada
| | | | - Kaidi Wu
- University of California, San Diego, La Jolla, CA, USA
| | | | - Onurcan Yilmaz
- Department of Psychology, Kadir Has University, Istanbul, Turkey
| | - Kumar Yogeeswaran
- Department of Psychology, Speech, and Hearing, University of Canterbury, Christchurch, New Zealand
| | | | - Rolf A Zwaan
- Department of Psychology, Education and Child Studies, Erasmus University Rotterdam, Rotterdam, Netherlands
| | - Paulo S Boggio
- Social and Cognitive Neuroscience Laboratory, Mackenzie Presbyterian University, São Paulo, Brazil
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14
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Abstract
Experimental research and real-world events demonstrate a puzzling phenomenon-anxiety, which primarily inspires caution, sometimes precedes bouts of risk-taking. We conducted three studies to test whether this phenomenon is due to the regulation of anxiety via reactive approach motivation (RAM), which leaves people less sensitive to negative outcomes and thus more likely to take risks. In Study 1 (N = 231), an achievement anxiety threat caused increased risk-taking on the Behavioral Analogue Risk Task (BART) among trait approach-motivated participants. Using electroencephalogram in Study 2 (N = 97), an economic anxiety threat increased behavioral inhibition system-specific theta activity, a neural correlate of anxiety, which was associated with an increase in risk-taking on the BART among trait approach-motivated participants. In a preregistered Study 3 (N = 432), we replicated the findings of Study 1. These results offer preliminary support for the reactive risk-taking hypothesis.
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Affiliation(s)
| | - Kyle Nash
- University of Alberta, Edmonton, Canada
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15
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Leota J, Kleinert T, Tran A, Nash K. Neural signatures of heterogeneity in risk-taking and strategic consistency. Eur J Neurosci 2021; 54:7214-7230. [PMID: 34561929 PMCID: PMC9292925 DOI: 10.1111/ejn.15476] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2021] [Revised: 08/23/2021] [Accepted: 09/20/2021] [Indexed: 12/28/2022]
Abstract
People display a high degree of heterogeneity in risk-taking behaviour, but this heterogeneity remains poorly understood. Here, we use a neural trait approach to examine if task-independent, brain-based differences can help uncover the sources of heterogeneity in risky decision-making. We extend prior research in two key ways. First, we disentangled risk-taking and strategic consistency using novel measures afforded by the Balloon Analogue Risk Task. Second, we applied a personality neuroscience framework to explore why personality traits are typically only weakly related to risk-taking behaviour. We regressed participants' (N = 104) source localized resting-state electroencephalographic activity on risk-taking and strategic consistency. Results revealed that higher levels of resting-state delta-band current density (reflecting reduced cortical activation) in the left dorsal anterior cingulate cortex and the left dorsolateral prefrontal cortex were associated with increased risk-taking and decreased strategic consistency, respectively. These results suggest that heterogeneity in risk-taking behaviour is associated with neural dispositions related to sensitivity to the risk of loss, whereas heterogeneity in strategic consistency is associated with neural dispositions related to strategic decision-making. Finally, extraversion, neuroticism, openness, and self-control were broadly associated with both of the identified neural traits, which in turn mediated indirect associations between personality traits and behavioural measures. These results provide an explanation for the weak direct relationships between personality traits and risk-taking behaviour, supporting a personality neuroscience framework of traits and decision-making.
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Affiliation(s)
- Josh Leota
- Department of Psychology, University of Alberta, Edmonton, Alberta, Canada
| | - Tobias Kleinert
- Department of Psychology, University of Alberta, Edmonton, Alberta, Canada
| | - Alex Tran
- Institute for Mental Health Policy Research, Centre for Addiction and Mental Health (CAMH), Toronto, Ontario, Canada
| | - Kyle Nash
- Department of Psychology, University of Alberta, Edmonton, Alberta, Canada
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16
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Nash K, Tran A, Leota J, Scott A. Economic threat heightens conflict detection: sLORETA evidence. Soc Cogn Affect Neurosci 2021; 15:981-990. [PMID: 33027506 PMCID: PMC7647378 DOI: 10.1093/scan/nsaa139] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2020] [Revised: 09/28/2020] [Accepted: 10/05/2020] [Indexed: 12/27/2022] Open
Abstract
Economic threat has far-reaching emotional and social consequences, yet the impact of economic threat on neurocognitive processes has received little empirical scrutiny. Here, we examined the causal relationship between economic threat and conflict detection, a critical process in cognitive control associated with the anterior cingulate cortex (ACC). Participants (N = 103) were first randomly assigned to read about a gloomy economic forecast (Economic Threat condition) or a stable economic forecast (No-Threat Control condition). Notably, these forecasts were based on real, publicly available economic predictions. Participants then completed a passive auditory oddball task composed of frequent standard tones and infrequent, aversive white-noise bursts, a task that elicits the N2, an event-related potential component linked to conflict detection. Results revealed that participants in the Economic Threat condition evidenced increased activation source localized to the ACC during the N2 to white-noise stimuli. Further, ACC activation to conflict mediated an effect of Economic Threat on increased justification for personal wealth. Economic threat thus has implications for basic neurocognitive function. Discussion centers on how effects on conflict detection could shed light on the broader emotional and social consequences of economic threat.
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Affiliation(s)
- Kyle Nash
- Department of Psychology, University of Alberta, Edmonton, Canada
| | - Alex Tran
- Department of Psychology, University of Alberta, Edmonton, Canada
| | - Josh Leota
- Department of Psychology, University of Alberta, Edmonton, Canada
| | - Andy Scott
- Department of Psychology, University of Alberta, Edmonton, Canada
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