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1. Data from the Human Penguin Project, a cross-national dataset testing social thermoregulation principles.

Author: Hu, Chuan-Peng, Hu, Chuan-Peng, Yin, Ji-Xing, Lindenberg, Siegwart, Dalğar, İlker, Weissgerber, Sophia C, Vergara, Rodrigo C, Cairo, Athena H, Čolić, Marija V, Dursun, Pinar, Frankowska, Natalia, Hadi, Rhonda, Hall, Calvin J, Hong, Youngki, Joy-Gaba, Jennifer, Lazarević, Dušanka, Lazarević, Ljiljana B, Parzuchowski, Michal, Ratner, Kyle G, Rothman, David, Sim, Samantha, Simão, Cláudia, Song, Mengdi, Stojilović, Darko, Blomster, Johanna K, Brito, Rodrigo, Hennecke, Marie, Jaume-Guazzini, Francisco, Schubert, Thomas W, Schütz, Astrid, Seibt, Beate, Zickfeld, Janis H, IJzerman, Hans, Hu, Chuan-Peng, Hu, Chuan-Peng, Yin, Ji-Xing, Lindenberg, Siegwart, Dalğar, İlker, Weissgerber, Sophia C, Vergara, Rodrigo C, Cairo, Athena H, Čolić, Marija V, Dursun, Pinar, Frankowska, Natalia, Hadi, Rhonda, Hall, Calvin J, Hong, Youngki, Joy-Gaba, Jennifer, Lazarević, Dušanka, Lazarević, Ljiljana B, Parzuchowski, Michal, Ratner, Kyle G, Rothman, David, Sim, Samantha, Simão, Cláudia, Song, Mengdi, Stojilović, Darko, Blomster, Johanna K, Brito, Rodrigo, Hennecke, Marie, Jaume-Guazzini, Francisco, Schubert, Thomas W, Schütz, Astrid, Seibt, Beate, Zickfeld, Janis H, and IJzerman, Hans
Abstract: In the Human Penguin Project (N = 1755), 15 research groups from 12 countries collected body temperature, demographic variables, social network indices, seven widely-used psychological scales and two newly developed questionnaires (the Social Thermoregulation and Risk Avoidance Questionnaire (STRAQ-1) and the Kama Muta Frequency Scale (KAMF)). They were collected to investigate the relationship between environmental factors (e.g., geographical, climate etc.) and human behaviors, which is a long-standing inquiry in the scientific community. More specifically, the present project was designed to test principles surrounding the idea of social thermoregulation, which posits that social networks help people to regulate their core body temperature. The results showed that all scales in the current project have sufficient to good psychometrical properties. Unlike previous crowdsourced projects, this dataset includes not only the cleaned raw data but also all the validation of questionnaires in 9 different languages, thus providing a valuable resource for psychological scientists who are interested in cross-national, environment-human interaction studies.
Published: 2019

2. Data from the Human Penguin Project, a cross-national dataset testing social thermoregulation principles.

Author: Hu, Chuan-Peng, Hu, Chuan-Peng, Yin, Ji-Xing, Lindenberg, Siegwart, Dalğar, İlker, Weissgerber, Sophia C, Vergara, Rodrigo C, Cairo, Athena H, Čolić, Marija V, Dursun, Pinar, Frankowska, Natalia, Hadi, Rhonda, Hall, Calvin J, Hong, Youngki, Joy-Gaba, Jennifer, Lazarević, Dušanka, Lazarević, Ljiljana B, Parzuchowski, Michal, Ratner, Kyle G, Rothman, David, Sim, Samantha, Simão, Cláudia, Song, Mengdi, Stojilović, Darko, Blomster, Johanna K, Brito, Rodrigo, Hennecke, Marie, Jaume-Guazzini, Francisco, Schubert, Thomas W, Schütz, Astrid, Seibt, Beate, Zickfeld, Janis H, IJzerman, Hans, Hu, Chuan-Peng, Hu, Chuan-Peng, Yin, Ji-Xing, Lindenberg, Siegwart, Dalğar, İlker, Weissgerber, Sophia C, Vergara, Rodrigo C, Cairo, Athena H, Čolić, Marija V, Dursun, Pinar, Frankowska, Natalia, Hadi, Rhonda, Hall, Calvin J, Hong, Youngki, Joy-Gaba, Jennifer, Lazarević, Dušanka, Lazarević, Ljiljana B, Parzuchowski, Michal, Ratner, Kyle G, Rothman, David, Sim, Samantha, Simão, Cláudia, Song, Mengdi, Stojilović, Darko, Blomster, Johanna K, Brito, Rodrigo, Hennecke, Marie, Jaume-Guazzini, Francisco, Schubert, Thomas W, Schütz, Astrid, Seibt, Beate, Zickfeld, Janis H, and IJzerman, Hans
Abstract: In the Human Penguin Project (N = 1755), 15 research groups from 12 countries collected body temperature, demographic variables, social network indices, seven widely-used psychological scales and two newly developed questionnaires (the Social Thermoregulation and Risk Avoidance Questionnaire (STRAQ-1) and the Kama Muta Frequency Scale (KAMF)). They were collected to investigate the relationship between environmental factors (e.g., geographical, climate etc.) and human behaviors, which is a long-standing inquiry in the scientific community. More specifically, the present project was designed to test principles surrounding the idea of social thermoregulation, which posits that social networks help people to regulate their core body temperature. The results showed that all scales in the current project have sufficient to good psychometrical properties. Unlike previous crowdsourced projects, this dataset includes not only the cleaned raw data but also all the validation of questionnaires in 9 different languages, thus providing a valuable resource for psychological scientists who are interested in cross-national, environment-human interaction studies.
Published: 2019

3. A multi-country test of brief reappraisal interventions on emotions during the COVID-19 pandemic

Author: Ke Wang, Amit Goldenberg, Charles A. Dorison, Jeremy K. Miller, Andero Uusberg, Jennifer S. Lerner, James J. Gross, Bamikole Bamikole Agesin, Márcia Bernardo, Olatz Campos, Luis Eudave, Karolina Grzech, Daphna Hausman Ozery, Emily A. Jackson, Elkin Oswaldo Luis Garcia, Shira Meir Drexler, Anita Penić Jurković, Kafeel Rana, John Paul Wilson, Maria Antoniadi, Kermeka Desai, Zoi Gialitaki, Elizaveta Kushnir, Khaoula Nadif, Olalla Niño Bravo, Rafia Nauman, Marlies Oosterlinck, Myrto Pantazi, Natalia Pilecka, Anna Szabelska, I. M.M. van Steenkiste, Katarzyna Filip, Andreea Ioana Bozdoc, Gabriela Mariana Marcu, Elena Agadullina, Matúš Adamkovič, MA (Marta) Roczniewska, Cecilia Reyna, Angelos P. Kassianos, Minja Westerlund, Lina Ahlgren, Sara Pöntinen, Gabriel Agboola Adetula, Pinar Dursun, Azuka Ikechukwu Arinze, Nwadiogo Chisom Arinze, Chisom Esther Ogbonnaya, Izuchukwu L.G. Ndukaihe, Ilker Dalgar, Handan Akkas, Paulo Manuel Macapagal, Savannah Lewis, Irem Metin-Orta, Francesco Foroni, Megan Willis, Anabela Caetano Santos, Aviv Mokady, Niv Reggev, Merve A. Kurfali, Martin R. Vasilev, Nora L. Nock, Michal Parzuchowski, Mauricio F. Espinoza Barría, Marek Vranka, Markéta Braun Kohlová, Ivan Ropovik, Mikayel Harutyunyan, Chunhui Wang, Elvin Yao, Maja Becker, Efisio Manunta, Gwenael Kaminski, Dafne Marko, Kortnee Evans, David M.G. Lewis, Andrej Findor, Anais Thibault Landry, John Jamir Benzon Aruta, Manuel S. Ortiz, Zahir Vally, Ekaterina Pronizius, Martin Voracek, Claus Lamm, Maurice Grinberg, Ranran Li, Jaroslava Varella Valentova, Giovanna Mioni, Nicola Cellini, Sau Chin Chen, Janis Zickfeld, Karis Moon, Habiba Azab, Neil Levy, Alper Karababa, Jennifer L. Beaudry, Leanne Boucher, W. Matthew Collins, Anna Louise Todsen, K (Kevin) van Schie, Jáchym Vintr, Jozef Bavolar, Lada Kaliska, Valerija Križanić, Lara Samojlenko, Razieh Pourafshari, Sandra J. Geiger, Julia Beitner, Lara Warmelink, Robert M. Ross, Ian D. Stephen, Thomas J. Hostler, Soufian Azouaghe, Randy McCarthy, Anna Szala, Caterina Grano, Claudio Singh Solorzano, Gulnaz Anjum, William Jimenez-Leal, Maria Bradford, Laura Calderón Pérez, Julio E. Cruz Vásquez, Oscar J. Galindo-Caballero, Juan Camilo Vargas-Nieto, Ondřej Kácha, Alexios Arvanitis, Qinyu Xiao, Rodrigo Cárcamo, Saša Zorjan, Zuzanna Tajchman, Iris Vilares, Jeffrey M. Pavlacic, Jonas R. Kunst, Christian K. Tamnes, Claudia C. von Bastian, Mohammad Atari, Mohammad Hasan Sharifian, Monika Hricova, Pavol Kačmár, Jana Schrötter, Rima Maria Rahal, Noga Cohen, Saiedeh FatahModarres, Miha Zrimsek, Ilya Zakharov, Monica A. Koehn, Celia Esteban-Serna, Robert J. Calin-Jageman, Anthony J. Krafnick, Eva Štrukelj, Peder Mortvedt Isager, Jan Urban, Jaime R. Silva, Marcel Martončik, Sanja Batić Očovaj, Dušana Šakan, Anna O. Kuzminska, Jasna Milosevic Djordjevic, Inês A.T. Almeida, A.S. (Ana) Ferreira, Ljiljana B. Lazarevic, Harry Manley, Danilo Zambrano Ricaurte, Renan P. Monteiro, Zahra Etabari, Erica Musser, Daniel Dunleavy, Weilun Chou, Hendrik Godbersen, Susana Ruiz-Fernández, Crystal Reeck, Carlota Batres, Komila Kirgizova, Abdumalik Muminov, Flavio Azevedo, Daniela Serrato Alvarez, Muhammad Mussaffa Butt, Jeong Min Lee, Zhang Chen, Frederick Verbruggen, Ignazio Ziano, Murat Tümer, Abdelilah C.A. Charyate, Dmitrii Dubrov, María del Carmen M.C. Tejada Rivera, Christopher Aberson, Bence Pálfi, Mónica Alarcón Maldonado, Barbora Hubena, Asli Sacakli, Chris D. Ceary, Karley L. Richard, Gage Singer, Jennifer T. Perillo, Tonia Ballantyne, Wilson Cyrus-Lai, Maksim Fedotov, Hongfei Du, Magdalena Wielgus, Ilse L. Pit, Matej Hruška, Daniela Sousa, Balazs Aczel, Barnabas Szaszi, Sylwia Adamus, Krystian Barzykowski, Leticia Micheli, Nadya Daniela Schmidt, Andras N. Zsido, Mariola Paruzel-Czachura, Michal Bialek, Marta Kowal, Agnieszka Sorokowska, Michal Misiak, Débora Mola, María Victoria Ortiz, Pablo Sebastián Correa, Anabel Belaus, Fany Muchembled, Rafael R. Ribeiro, Patricia Arriaga, Raquel Oliveira, Leigh Ann Vaughn, Paulina Szwed, Małgorzata Kossowska, Gabriela Czarnek, Julita Kielińska, Benedict Antazo, Ruben Betlehem, Stefan Stieger, Gustav Nilsonne, Nicolle Simonovic, Jennifer Taber, Amélie Gourdon-Kanhukamwe, Artur Domurat, Keiko Ihaya, Yuki Yamada, Anum Urooj, Tripat Gill, Martin Čadek, Lisa Bylinina, Johanna Messerschmidt, Murathan Kurfalı, Adeyemi Adetula, Ekaterina Baklanova, Nihan Albayrak-Aydemir, Heather B. Kappes, Biljana Gjoneska, Thea House, Marc V. Jones, Jana B. Berkessel, William J. Chopik, Sami Çoksan, Martin Seehuus, Ahmed Khaoudi, Ahmed Bokkour, Kanza Ait El Arabi, Ikhlas Djamai, Aishwarya Iyer, Neha Parashar, Arca Adiguzel, Halil Emre Kocalar, Carsten Bundt, James O. Norton, Marietta Papadatou-Pastou, Anabel De la Rosa-Gomez, Vladislav Ankushev, Natalia Bogatyreva, Dmitry Grigoryev, Aleksandr Ivanov, Irina Prusova, Marina Romanova, Irena Sarieva, Maria Terskova, Evgeniya Hristova, Veselina Hristova Kadreva, Allison Janak, Vidar Schei, Therese E. Sverdrup, Adrian Dahl Askelund, Lina Maria Sanabria Pineda, Dajana Krupić, Carmel A. Levitan, Niklas Johannes, Nihal Ouherrou, Nicolas Say, Sladjana Sinkolova, Kristina Janjić, Marija Stojanovska, Dragana Stojanovska, Meetu Khosla, Andrew G. Thomas, Franki Y.H. Kung, Gijsbert Bijlstra, Farnaz Mosannenzadeh, Busra Bahar Balci, Ulf Dietrich Reips, Ernest Baskin, Byurakn Ishkhanyan, Johanna Czamanski-Cohen, Barnaby James Wyld Dixson, David Moreau, Clare A.M. Sutherland, Hu Chuan-Peng, Chris Noone, Heather Flowe, Michele Anne, Steve M.J. Janssen, Marta Topor, Nadyanna M. Majeed, Yoshihiko Kunisato, Karen Yu, Shimrit Daches, Andree Hartanto, Milica Vdovic, Lisa Anton-Boicuk, Paul A.G. Forbes, Julia Kamburidis, Evelina Marinova, Mina Nedelcheva-Datsova, Nikolay R. Rachev, Alina Stoyanova, Kathleen Schmidt, Jordan W. Suchow, Maria Koptjevskaja-Tamm, Teodor Jernsäther, Jonas K. Olofsson, Olga Bialobrzeska, Magdalena Marszalek, Srinivasan Tatachari, Reza Afhami, Wilbert Law, Jan Antfolk, Barbara Žuro, Natalia Van Doren, Jose A. Soto, Rachel Searston, Jacob Miranda, Kaja Damnjanović, Siu Kit Yeung, Dino Krupić, Karlijn Hoyer, Bastian Jaeger, Dongning Ren, Gerit Pfuhl, Kristoffer Klevjer, Nadia S. Corral-Frías, Martha Frias-Armenta, Marc Y. Lucas, Adriana Olaya Torres, Mónica Toro, Lady Grey Javela Delgado, Diego Vega, Sara Álvarez Solas, Roosevelt Vilar, Sébastien Massoni, Thomas Frizzo, Alexandre Bran, David C. Vaidis, Luc Vieira, Bastien Paris, Mariagrazia Capizzi, Gabriel Lins de Holanda Coelho, Anna Greenburgh, Cassie M. Whitt, Alexa M. Tullett, Xinkai Du, Leonhard Volz, Minke Jasmijn Bosma, Cemre Karaarslan, Eylül Sarıoğuz, Tara Bulut Allred, Max Korbmacher, Melissa F. Colloff, Tiago J.S. Lima, Matheus Fernando Felix Ribeiro, Jeroen P.H. Verharen, Maria Karekla, Christiana Karashiali, Naoyuki Sunami, Lisa M. Jaremka, Daniel Storage, Sumaiya Habib, Anna Studzinska, Paul H.P. Hanel, Dawn Liu Holford, Miroslav Sirota, Kelly Wolfe, Faith Chiu, Andriana Theodoropoulou, El Rim Ahn, Yijun Lin, Erin C. Westgate, Hilmar Brohmer, Gabriela Hofer, Olivier Dujols, Kevin Vezirian, Gilad Feldman, Giovanni A. Travaglino, Afroja Ahmed, Manyu Li, Jasmijn Bosch, Nathan Torunsky, Hui Bai, Mathi Manavalan, Xin Song, Radoslaw B. Walczak, Przemysław Zdybek, Maja Friedemann, Anna Dalla Rosa, Luca Kozma, Sara G. Alves, Samuel Lins, Isabel R. Pinto, Rita C. Correia, Peter Babinčák, Gabriel Banik, Luis Miguel Rojas-Berscia, Marco A.C. Varella, Jim Uttley, Julie E. Beshears, Katrine Krabbe Thommesen, Behzad Behzadnia, Shawn N. Geniole, Miguel A. Silan, Princess Lovella G. Maturan, Johannes K. Vilsmeier, Ulrich S. Tran, Sara Morales Izquierdo, Michael C. Mensink, Piotr Sorokowski, Agata Groyecka-Bernard, Theda Radtke, Vera Cubela Adoric, Joelle Carpentier, Asil Ali Özdoğru, Jennifer A. Joy-Gaba, Mattie V. Hedgebeth, Tatsunori Ishii, Aaron L. Wichman, Jan Philipp Röer, Thomas Ostermann, William E. Davis, Lilian Suter, Konstantinos Papachristopoulos, Chelsea Zabel, Charles R. Ebersole, Christopher R. Chartier, Peter R. Mallik, Heather L. Urry, Erin M. Buchanan, Nicholas A. Coles, Maximilian A. Primbs, Dana M. Basnight-Brown, Hans IJzerman, Patrick S. Forscher, Hannah Moshontz, Ke Wang, Amit Goldenberg, Charles A. Dorison, Jeremy K. Miller, Andero Uusberg, Jennifer S. Lerner, James J. Gross, Bamikole Bamikole Agesin, Márcia Bernardo, Olatz Campos, Luis Eudave, Karolina Grzech, Daphna Hausman Ozery, Emily A. Jackson, Elkin Oswaldo Luis Garcia, Shira Meir Drexler, Anita Penić Jurković, Kafeel Rana, John Paul Wilson, Maria Antoniadi, Kermeka Desai, Zoi Gialitaki, Elizaveta Kushnir, Khaoula Nadif, Olalla Niño Bravo, Rafia Nauman, Marlies Oosterlinck, Myrto Pantazi, Natalia Pilecka, Anna Szabelska, I. M.M. van Steenkiste, Katarzyna Filip, Andreea Ioana Bozdoc, Gabriela Mariana Marcu, Elena Agadullina, Matúš Adamkovič, MA (Marta) Roczniewska, Cecilia Reyna, Angelos P. Kassianos, Minja Westerlund, Lina Ahlgren, Sara Pöntinen, Gabriel Agboola Adetula, Pinar Dursun, Azuka Ikechukwu Arinze, Nwadiogo Chisom Arinze, Chisom Esther Ogbonnaya, Izuchukwu L.G. Ndukaihe, Ilker Dalgar, Handan Akkas, Paulo Manuel Macapagal, Savannah Lewis, Irem Metin-Orta, Francesco Foroni, Megan Willis, Anabela Caetano Santos, Aviv Mokady, Niv Reggev, Merve A. Kurfali, Martin R. Vasilev, Nora L. Nock, Michal Parzuchowski, Mauricio F. Espinoza Barría, Marek Vranka, Markéta Braun Kohlová, Ivan Ropovik, Mikayel Harutyunyan, Chunhui Wang, Elvin Yao, Maja Becker, Efisio Manunta, Gwenael Kaminski, Dafne Marko, Kortnee Evans, David M.G. Lewis, Andrej Findor, Anais Thibault Landry, John Jamir Benzon Aruta, Manuel S. Ortiz, Zahir Vally, Ekaterina Pronizius, Martin Voracek, Claus Lamm, Maurice Grinberg, Ranran Li, Jaroslava Varella Valentova, Giovanna Mioni, Nicola Cellini, Sau Chin Chen, Janis Zickfeld, Karis Moon, Habiba Azab, Neil Levy, Alper Karababa, Jennifer L. Beaudry, Leanne Boucher, W. Matthew Collins, Anna Louise Todsen, K (Kevin) van Schie, Jáchym Vintr, Jozef Bavolar, Lada Kaliska, Valerija Križanić, Lara Samojlenko, Razieh Pourafshari, Sandra J. Geiger, Julia Beitner, Lara Warmelink, Robert M. Ross, Ian D. Stephen, Thomas J. Hostler, Soufian Azouaghe, Randy McCarthy, Anna Szala, Caterina Grano, Claudio Singh Solorzano, Gulnaz Anjum, William Jimenez-Leal, Maria Bradford, Laura Calderón Pérez, Julio E. Cruz Vásquez, Oscar J. Galindo-Caballero, Juan Camilo Vargas-Nieto, Ondřej Kácha, Alexios Arvanitis, Qinyu Xiao, Rodrigo Cárcamo, Saša Zorjan, Zuzanna Tajchman, Iris Vilares, Jeffrey M. Pavlacic, Jonas R. Kunst, Christian K. Tamnes, Claudia C. von Bastian, Mohammad Atari, Mohammad Hasan Sharifian, Monika Hricova, Pavol Kačmár, Jana Schrötter, Rima Maria Rahal, Noga Cohen, Saiedeh FatahModarres, Miha Zrimsek, Ilya Zakharov, Monica A. Koehn, Celia Esteban-Serna, Robert J. Calin-Jageman, Anthony J. Krafnick, Eva Štrukelj, Peder Mortvedt Isager, Jan Urban, Jaime R. Silva, Marcel Martončik, Sanja Batić Očovaj, Dušana Šakan, Anna O. Kuzminska, Jasna Milosevic Djordjevic, Inês A.T. Almeida, A.S. (Ana) Ferreira, Ljiljana B. Lazarevic, Harry Manley, Danilo Zambrano Ricaurte, Renan P. Monteiro, Zahra Etabari, Erica Musser, Daniel Dunleavy, Weilun Chou, Hendrik Godbersen, Susana Ruiz-Fernández, Crystal Reeck, Carlota Batres, Komila Kirgizova, Abdumalik Muminov, Flavio Azevedo, Daniela Serrato Alvarez, Muhammad Mussaffa Butt, Jeong Min Lee, Zhang Chen, Frederick Verbruggen, Ignazio Ziano, Murat Tümer, Abdelilah C.A. Charyate, Dmitrii Dubrov, María del Carmen M.C. Tejada Rivera, Christopher Aberson, Bence Pálfi, Mónica Alarcón Maldonado, Barbora Hubena, Asli Sacakli, Chris D. Ceary, Karley L. Richard, Gage Singer, Jennifer T. Perillo, Tonia Ballantyne, Wilson Cyrus-Lai, Maksim Fedotov, Hongfei Du, Magdalena Wielgus, Ilse L. Pit, Matej Hruška, Daniela Sousa, Balazs Aczel, Barnabas Szaszi, Sylwia Adamus, Krystian Barzykowski, Leticia Micheli, Nadya Daniela Schmidt, Andras N. Zsido, Mariola Paruzel-Czachura, Michal Bialek, Marta Kowal, Agnieszka Sorokowska, Michal Misiak, Débora Mola, María Victoria Ortiz, Pablo Sebastián Correa, Anabel Belaus, Fany Muchembled, Rafael R. Ribeiro, Patricia Arriaga, Raquel Oliveira, Leigh Ann Vaughn, Paulina Szwed, Małgorzata Kossowska, Gabriela Czarnek, Julita Kielińska, Benedict Antazo, Ruben Betlehem, Stefan Stieger, Gustav Nilsonne, Nicolle Simonovic, Jennifer Taber, Amélie Gourdon-Kanhukamwe, Artur Domurat, Keiko Ihaya, Yuki Yamada, Anum Urooj, Tripat Gill, Martin Čadek, Lisa Bylinina, Johanna Messerschmidt, Murathan Kurfalı, Adeyemi Adetula, Ekaterina Baklanova, Nihan Albayrak-Aydemir, Heather B. Kappes, Biljana Gjoneska, Thea House, Marc V. Jones, Jana B. Berkessel, William J. Chopik, Sami Çoksan, Martin Seehuus, Ahmed Khaoudi, Ahmed Bokkour, Kanza Ait El Arabi, Ikhlas Djamai, Aishwarya Iyer, Neha Parashar, Arca Adiguzel, Halil Emre Kocalar, Carsten Bundt, James O. Norton, Marietta Papadatou-Pastou, Anabel De la Rosa-Gomez, Vladislav Ankushev, Natalia Bogatyreva, Dmitry Grigoryev, Aleksandr Ivanov, Irina Prusova, Marina Romanova, Irena Sarieva, Maria Terskova, Evgeniya Hristova, Veselina Hristova Kadreva, Allison Janak, Vidar Schei, Therese E. Sverdrup, Adrian Dahl Askelund, Lina Maria Sanabria Pineda, Dajana Krupić, Carmel A. Levitan, Niklas Johannes, Nihal Ouherrou, Nicolas Say, Sladjana Sinkolova, Kristina Janjić, Marija Stojanovska, Dragana Stojanovska, Meetu Khosla, Andrew G. Thomas, Franki Y.H. Kung, Gijsbert Bijlstra, Farnaz Mosannenzadeh, Busra Bahar Balci, Ulf Dietrich Reips, Ernest Baskin, Byurakn Ishkhanyan, Johanna Czamanski-Cohen, Barnaby James Wyld Dixson, David Moreau, Clare A.M. Sutherland, Hu Chuan-Peng, Chris Noone, Heather Flowe, Michele Anne, Steve M.J. Janssen, Marta Topor, Nadyanna M. Majeed, Yoshihiko Kunisato, Karen Yu, Shimrit Daches, Andree Hartanto, Milica Vdovic, Lisa Anton-Boicuk, Paul A.G. Forbes, Julia Kamburidis, Evelina Marinova, Mina Nedelcheva-Datsova, Nikolay R. Rachev, Alina Stoyanova, Kathleen Schmidt, Jordan W. Suchow, Maria Koptjevskaja-Tamm, Teodor Jernsäther, Jonas K. Olofsson, Olga Bialobrzeska, Magdalena Marszalek, Srinivasan Tatachari, Reza Afhami, Wilbert Law, Jan Antfolk, Barbara Žuro, Natalia Van Doren, Jose A. Soto, Rachel Searston, Jacob Miranda, Kaja Damnjanović, Siu Kit Yeung, Dino Krupić, Karlijn Hoyer, Bastian Jaeger, Dongning Ren, Gerit Pfuhl, Kristoffer Klevjer, Nadia S. Corral-Frías, Martha Frias-Armenta, Marc Y. Lucas, Adriana Olaya Torres, Mónica Toro, Lady Grey Javela Delgado, Diego Vega, Sara Álvarez Solas, Roosevelt Vilar, Sébastien Massoni, Thomas Frizzo, Alexandre Bran, David C. Vaidis, Luc Vieira, Bastien Paris, Mariagrazia Capizzi, Gabriel Lins de Holanda Coelho, Anna Greenburgh, Cassie M. Whitt, Alexa M. Tullett, Xinkai Du, Leonhard Volz, Minke Jasmijn Bosma, Cemre Karaarslan, Eylül Sarıoğuz, Tara Bulut Allred, Max Korbmacher, Melissa F. Colloff, Tiago J.S. Lima, Matheus Fernando Felix Ribeiro, Jeroen P.H. Verharen, Maria Karekla, Christiana Karashiali, Naoyuki Sunami, Lisa M. Jaremka, Daniel Storage, Sumaiya Habib, Anna Studzinska, Paul H.P. Hanel, Dawn Liu Holford, Miroslav Sirota, Kelly Wolfe, Faith Chiu, Andriana Theodoropoulou, El Rim Ahn, Yijun Lin, Erin C. Westgate, Hilmar Brohmer, Gabriela Hofer, Olivier Dujols, Kevin Vezirian, Gilad Feldman, Giovanni A. Travaglino, Afroja Ahmed, Manyu Li, Jasmijn Bosch, Nathan Torunsky, Hui Bai, Mathi Manavalan, Xin Song, Radoslaw B. Walczak, Przemysław Zdybek, Maja Friedemann, Anna Dalla Rosa, Luca Kozma, Sara G. Alves, Samuel Lins, Isabel R. Pinto, Rita C. Correia, Peter Babinčák, Gabriel Banik, Luis Miguel Rojas-Berscia, Marco A.C. Varella, Jim Uttley, Julie E. Beshears, Katrine Krabbe Thommesen, Behzad Behzadnia, Shawn N. Geniole, Miguel A. Silan, Princess Lovella G. Maturan, Johannes K. Vilsmeier, Ulrich S. Tran, Sara Morales Izquierdo, Michael C. Mensink, Piotr Sorokowski, Agata Groyecka-Bernard, Theda Radtke, Vera Cubela Adoric, Joelle Carpentier, Asil Ali Özdoğru, Jennifer A. Joy-Gaba, Mattie V. Hedgebeth, Tatsunori Ishii, Aaron L. Wichman, Jan Philipp Röer, Thomas Ostermann, William E. Davis, Lilian Suter, Konstantinos Papachristopoulos, Chelsea Zabel, Charles R. Ebersole, Christopher R. Chartier, Peter R. Mallik, Heather L. Urry, Erin M. Buchanan, Nicholas A. Coles, Maximilian A. Primbs, Dana M. Basnight-Brown, Hans IJzerman, Patrick S. Forscher, and Hannah Moshontz
Abstract: Abstract: The COVID-19 pandemic has increased negative emotions and decreased positive emotions globally. Left unchecked, these emotional changes might have a wide array of adverse impacts. To reduce negative emotions and increase positive emotions, we tested the effectiveness of reappraisal, an emotion-regulation strategy that modifies how one thinks about a situation. Participants from 87 countries and regions (n = 21,644) were randomly assigned to one of two brief reappraisal interventions (reconstrual or repurposing) or one of two control conditions (active or passive). Results revealed that both reappraisal interventions (vesus both control conditions) consistently reduced negative emotions and increased positive emotions across different measures. Reconstrual and repurposing interventions h
Published: 2021
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4. Centering inclusivity in the design of online conferences - An OHBM-Open Science perspective

Author: Elizabeth Levitis, Cassandra D.Gould Van Praag, Rémi Gau, JS (Stephan) Heunis, Elizabeth Dupre, Gregory Kiar, Katherine L. Bottenhorn, Tristan Glatard, Aki Nikolaidis, Kirstie Jane Whitaker, Matteo Mancini, Guiomar Niso, Soroosh Afyouni, Eva Alonso-Ortiz, Stefan Appelhoff, Aurina Arnatkeviciute, Selim Melvin Atay, Tibor Auer, Giulia Baracchini, Johanna M.M. Bayer, Michael J.S. Beauvais, Janine D. Bijsterbosch, Isil P. Bilgin, Saskia Bollmann, Steffen Bollmann, Rotem Botvinik-Nezer, Molly G. Bright, Vince D. Calhoun, Xiao Chen, Sidhant Chopra, Hu Chuan-Peng, Thomas G. Close, Savannah L. Cookson, R. Cameron Craddock, Alejandro De La Vega, Benjamin De Leener, Damion V. Demeter, Paola Di Maio, Erin W. Dickie, Simon B. Eickhoff, Oscar Esteban, Karolina Finc, Matteo Frigo, Saampras Ganesan, Melanie Ganz, Kelly G. Garner, Eduardo A. Garza-Villarreal, Gabriel Gonzalez-Escamilla, Rohit Goswami, John D. Griffiths, Tijl Grootswagers, Samuel Guay, Olivia Guest, Daniel A. Handwerker, Peer Herholz, Katja Heuer, Dorien C. Huijser, Vittorio Iacovella, Michael J.E. Joseph, Agah Karakuzu, David B. Keator, Xenia Kobeleva, Manoj Kumar, Angela R. Laird, Linda J. Larson-Prior, Alexandra Lautarescu, Alberto Lazari, Jon Haitz Legarreta, Xue Ying Li, Jinglei Lv, Sina Mansour L., David Meunier, Dustin Moraczewski, Tulika Nandi, Samuel A. Nastase, Matthias Nau, Stephanie Noble, Martin Norgaard, Johnes Obungoloch, Robert Oostenveld, Edwina R. Orchard, Ana Luísa Pinho, Russell A. Poldrack, Anqi Qiu, Pradeep Reddy Raamana, Ariel Rokem, Saige Rutherford, Malvika Sharan, Thomas B. Shaw, Warda T. Syeda, Meghan M. Testerman, Roberto Toro, Sofie L. Valk, Sofie Van Den Bossche, Gaël Varoquaux, František Váša, Michele Veldsman, Jakub Vohryzek, Adina Wagner, Reubs J. Walsh, T.J.H. (Tonya) White, Fu Te Wong, Xihe Xie, Chao Gan Yan, Yu Fang Yang, Yohan Yee, Gaston E. Zanitti, Ana E. Van Gulick, Eugene Duff, Camille Maumet, Elizabeth Levitis, Cassandra D.Gould Van Praag, Rémi Gau, JS (Stephan) Heunis, Elizabeth Dupre, Gregory Kiar, Katherine L. Bottenhorn, Tristan Glatard, Aki Nikolaidis, Kirstie Jane Whitaker, Matteo Mancini, Guiomar Niso, Soroosh Afyouni, Eva Alonso-Ortiz, Stefan Appelhoff, Aurina Arnatkeviciute, Selim Melvin Atay, Tibor Auer, Giulia Baracchini, Johanna M.M. Bayer, Michael J.S. Beauvais, Janine D. Bijsterbosch, Isil P. Bilgin, Saskia Bollmann, Steffen Bollmann, Rotem Botvinik-Nezer, Molly G. Bright, Vince D. Calhoun, Xiao Chen, Sidhant Chopra, Hu Chuan-Peng, Thomas G. Close, Savannah L. Cookson, R. Cameron Craddock, Alejandro De La Vega, Benjamin De Leener, Damion V. Demeter, Paola Di Maio, Erin W. Dickie, Simon B. Eickhoff, Oscar Esteban, Karolina Finc, Matteo Frigo, Saampras Ganesan, Melanie Ganz, Kelly G. Garner, Eduardo A. Garza-Villarreal, Gabriel Gonzalez-Escamilla, Rohit Goswami, John D. Griffiths, Tijl Grootswagers, Samuel Guay, Olivia Guest, Daniel A. Handwerker, Peer Herholz, Katja Heuer, Dorien C. Huijser, Vittorio Iacovella, Michael J.E. Joseph, Agah Karakuzu, David B. Keator, Xenia Kobeleva, Manoj Kumar, Angela R. Laird, Linda J. Larson-Prior, Alexandra Lautarescu, Alberto Lazari, Jon Haitz Legarreta, Xue Ying Li, Jinglei Lv, Sina Mansour L., David Meunier, Dustin Moraczewski, Tulika Nandi, Samuel A. Nastase, Matthias Nau, Stephanie Noble, Martin Norgaard, Johnes Obungoloch, Robert Oostenveld, Edwina R. Orchard, Ana Luísa Pinho, Russell A. Poldrack, Anqi Qiu, Pradeep Reddy Raamana, Ariel Rokem, Saige Rutherford, Malvika Sharan, Thomas B. Shaw, Warda T. Syeda, Meghan M. Testerman, Roberto Toro, Sofie L. Valk, Sofie Van Den Bossche, Gaël Varoquaux, František Váša, Michele Veldsman, Jakub Vohryzek, Adina Wagner, Reubs J. Walsh, T.J.H. (Tonya) White, Fu Te Wong, Xihe Xie, Chao Gan Yan, Yu Fang Yang, Yohan Yee, Gaston E. Zanitti, Ana E. Van Gulick, Eugene Duff, and Camille Maumet
Abstract: As the global health crisis unfolded, many academic conferences moved online in 2020. This move has been hailed as a positive step towards inclusivity in its attenuation of economic, physical, and legal barriers and effectively enabled many individuals from groups that have traditionally been underrepresented to join and participate. A number of studies have outlined how moving online made it possible to gather a more global community and has increased opportunities for individuals with various constraints, e.g., caregiving responsibilities. Yet, the mere existence of online conferences is no guarantee that everyone can attend and participate meaningfully. In fact, many elements of an online conference are still significant barriers to truly diverse participation: the tools used can be inaccessible for some individuals; the scheduling choices can favour some geographical locations; the set-up of the conference can provide more visibility to well-established researchers and reduce opportunities for early-career researchers. While acknowledging the benefits of an online setting, especially for individuals who have traditionally been underrepresented or excluded, we recognize that fostering social justice requires inclusivity to actively be centered in every aspect of online conference design. Here, we draw from the literature and from our own experiences to identify practices that purposefully encourage a diverse community to attend, participate in, and lead online conferences. Reflecting on how to design more inclusive online events is especially important as multiple scientific organizations have announced that they will continue offering an online version of their event when in-person conferences can resume.
Published: 2021
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5. To which world regions does the valence-dominance model of social perception apply?

Author: Jones, Benedict C., DeBruine, Lisa M., Flake, Jessica K., Liuzza, Marco Tullio, Antfolk, Jan, Arinze, Nwadiogo C., Ndukaihe, Izuchukwu L. G., Bloxsom, Nicholas G., Lewis, Savannah C., Foroni, Francesco, Willis, Megan L., Cubillas, Carmelo P., Vadillo, Miguel A., Turiegano, Enrique, Gilead, Michael, Simchon, Almog, Saribay, S. Adil, Owsley, Nicholas C., Jang, Chaning, Mburu, Georgina, Calvillo, Dustin P., Wlodarczyk, Anna, Qi, Yue, Ariyabuddhiphongs, Kris, Jarukasemthawee, Somboon, Manley, Harry, Suavansri, Panita, Taephant, Nattasuda, Stolier, Ryan M., Evans, Thomas R., Bonick, Judson, Lindemans, Jan W., Ashworth, Logan F., Hahn, Amanda C., Chevallier, Coralie, Kapucu, Aycan, Karaaslan, Aslan, Leongomez, Juan David, Sanchez, Oscar R., Valderrama, Eugenio, Vasquez-Amezquita, Milena, Hajdu, Nandor, Aczel, Balazs, Szecsi, Peter, Andreychik, Michael, Musser, Erica D., Batres, Carlota, Hu, Chuan-Peng, Liu, Qing-Lan, Legate, Nicole, Vaughn, Leigh Ann, Barzykowski, Krystian, Golik, Karolina, Schmid, Irina, Stieger, Stefan, Artner, Richard, Mues, Chiel, Vanpaemel, Wolf, Jiang, Zhongqing, Wu, Qi, Marcu, Gabriela M., Stephen, Ian D., Lu, Jackson G., Philipp, Michael C., Arnal, Jack D., Hehman, Eric, Xie, Sally Y., Chopik, William J., Seehuus, Martin, Azouaghe, Soufian, Belhaj, Abdelkarim, Elouafa, Jamal, Wilson, John P., Kruse, Elliott, Papadatou-Pastou, Marietta, De la Rosa-Gomez, Anabel, Barba-Sanchez, Alan E., Gonzalez-Santoyo, Isaac, Hsu, Tsuyueh, Kung, Chun-Chia, Wang, Hsiao-Hsin, Freeman, Jonathan B., Oh, Dong Won, Schei, Vidar, Sverdrup, Therese E., Levitan, Carmel A., Cook, Corey L., Chandel, Priyanka, Kujur, Pratibha, Parganiha, Arti, Parveen, Noorshama, Pati, Atanu Kumar, Pradhan, Sraddha, Singh, Margaret M., Pande, Babita, Bavolar, Jozef, Kacmar, Pavol, Zakharov, Ilya, Alvarez-Solas, Sara, Baskin, Ernest, Thirkettle, Martin, Schmidt, Kathleen, Christopherson, Cody D., Leonis, Trinity, Suchow, Jordan W., Olofsson, Jonas K., Jernsather, Teodor, Lee, Ai-Suan, Beaudry, Jennifer L., Gogan, Taylor D., Oldmeadow, Julian A., Balas, Benjamin, Stevens, Laura M., Colloff, Melissa F., Flowe, Heather D., Gulgoz, Sami, Brandt, Mark J., Hoyer, Karlijn, Jaeger, Bastian, Ren, Dongning, Sleegers, Willem W. A., Wissink, Joeri, Kaminski, Gwenael, Floerke, Victoria A., Urry, Heather L., Chen, Sau-Chin, Pfuhl, Gerit, Vally, Zahir, Basnight-Brown, Dana M., Jzerman, Hans, I, Sarda, Elisa, Neyroud, Lison, Badidi, Touhami, Van der Linden, Nicolas, Tan, Chrystalle B. Y., Ković, Vanja, Sampaio, Waldir, Ferreira, Paulo, Santos, Diana, Burin, Debora, I, Gardiner, Gwendolyn, Protzko, John, Schild, Christoph, Scigala, Karolina A., Zettler, Ingo, Kunz, Erin M. O'Mara, Storage, Daniel, Wagemans, Fieke M. A., Saunders, Blair, Sirota, Miroslav, Sloane, Guyan, V, Lima, Tiago J. S., Uittenhove, Kim, Vergauwe, Evie, Jaworska, Katarzyna, Stern, Julia, Ask, Karl, van Zyl, Casper J. J., Korner, Anita, Weissgerber, Sophia C., Boudesseul, Jordane, Ruiz-Dodobara, Fernando, Ritchie, Kay L., Michalak, Nicholas M., Blake, Khandis R., White, David, Gordon-Finlayson, Alasdair R., Anne, Michele, Janssen, Steve M. J., Lee, Kean Mun, Nielsen, Tonje K., Tamnes, Christian K., Zickfeld, Janis H., Dalla Rosa, Anna, Vianello, Michelangelo, Kocsor, Ferenc, Kozma, Luca, Putz, Adam, Tressoldi, Patrizio, Irrazabal, Natalia, Chatard, Armand, Lins, Samuel, Pinto, Isabel R., Lutz, Johannes, Adamković, Matus, Babincak, Peter, Banik, Gabriel, Ropovik, Ivan, Coetzee, Vinet, Dixson, Barnaby J. W., Ribeiro, Gianni, Peters, Kim, Steffens, Niklas K., Tan, Kok Wei, Thorstenson, Christopher A., Fernandez, Ana Maria, Hsu, Rafael M. C. S., Valentova, Jaroslava V., Varella, Marco A. C., Corral-Frias, Nadia S., Frias-Armenta, Martha, Hatami, Javad, Monajem, Arash, Sharifian, MohammadHasan, Frohlich, Brooke, Lin, Hause, Inzlicht, Michael, Alaei, Ravin, Rule, Nicholas O., Lamm, Claus, Pronizius, Ekaterina, Voracek, Martin, Olsen, Jerome, Mac Giolla, Erik, Akgoz, Aysegul, Ozdokru, Asil A., Crawford, Matthew T., Bennett-Day, Brooke, Koehn, Monica A., Okan, Ceylan, Gill, Tripat, Miller, Jeremy K., Dunham, Yarrow, Yang, Xin, Alper, Sinan, Borras-Guevara, Martha Lucia, Cai, Sun Jun, Tiantian, Dong, Danvers, Alexander F., Feinberg, David R., Armstrong, Marie M., Gilboa-Schechtman, Eva, McCarthy, Randy J., Munoz-Reyes, Jose Antonio, Polo, Pablo, Shiramazu, Victor K. M., Yan, Wen-Jing, Carvalho, Lilian, Forscher, Patrick S., Chartier, Christopher R., Coles, Nicholas A., Jones, Benedict C., DeBruine, Lisa M., Flake, Jessica K., Liuzza, Marco Tullio, Antfolk, Jan, Arinze, Nwadiogo C., Ndukaihe, Izuchukwu L. G., Bloxsom, Nicholas G., Lewis, Savannah C., Foroni, Francesco, Willis, Megan L., Cubillas, Carmelo P., Vadillo, Miguel A., Turiegano, Enrique, Gilead, Michael, Simchon, Almog, Saribay, S. Adil, Owsley, Nicholas C., Jang, Chaning, Mburu, Georgina, Calvillo, Dustin P., Wlodarczyk, Anna, Qi, Yue, Ariyabuddhiphongs, Kris, Jarukasemthawee, Somboon, Manley, Harry, Suavansri, Panita, Taephant, Nattasuda, Stolier, Ryan M., Evans, Thomas R., Bonick, Judson, Lindemans, Jan W., Ashworth, Logan F., Hahn, Amanda C., Chevallier, Coralie, Kapucu, Aycan, Karaaslan, Aslan, Leongomez, Juan David, Sanchez, Oscar R., Valderrama, Eugenio, Vasquez-Amezquita, Milena, Hajdu, Nandor, Aczel, Balazs, Szecsi, Peter, Andreychik, Michael, Musser, Erica D., Batres, Carlota, Hu, Chuan-Peng, Liu, Qing-Lan, Legate, Nicole, Vaughn, Leigh Ann, Barzykowski, Krystian, Golik, Karolina, Schmid, Irina, Stieger, Stefan, Artner, Richard, Mues, Chiel, Vanpaemel, Wolf, Jiang, Zhongqing, Wu, Qi, Marcu, Gabriela M., Stephen, Ian D., Lu, Jackson G., Philipp, Michael C., Arnal, Jack D., Hehman, Eric, Xie, Sally Y., Chopik, William J., Seehuus, Martin, Azouaghe, Soufian, Belhaj, Abdelkarim, Elouafa, Jamal, Wilson, John P., Kruse, Elliott, Papadatou-Pastou, Marietta, De la Rosa-Gomez, Anabel, Barba-Sanchez, Alan E., Gonzalez-Santoyo, Isaac, Hsu, Tsuyueh, Kung, Chun-Chia, Wang, Hsiao-Hsin, Freeman, Jonathan B., Oh, Dong Won, Schei, Vidar, Sverdrup, Therese E., Levitan, Carmel A., Cook, Corey L., Chandel, Priyanka, Kujur, Pratibha, Parganiha, Arti, Parveen, Noorshama, Pati, Atanu Kumar, Pradhan, Sraddha, Singh, Margaret M., Pande, Babita, Bavolar, Jozef, Kacmar, Pavol, Zakharov, Ilya, Alvarez-Solas, Sara, Baskin, Ernest, Thirkettle, Martin, Schmidt, Kathleen, Christopherson, Cody D., Leonis, Trinity, Suchow, Jordan W., Olofsson, Jonas K., Jernsather, Teodor, Lee, Ai-Suan, Beaudry, Jennifer L., Gogan, Taylor D., Oldmeadow, Julian A., Balas, Benjamin, Stevens, Laura M., Colloff, Melissa F., Flowe, Heather D., Gulgoz, Sami, Brandt, Mark J., Hoyer, Karlijn, Jaeger, Bastian, Ren, Dongning, Sleegers, Willem W. A., Wissink, Joeri, Kaminski, Gwenael, Floerke, Victoria A., Urry, Heather L., Chen, Sau-Chin, Pfuhl, Gerit, Vally, Zahir, Basnight-Brown, Dana M., Jzerman, Hans, I, Sarda, Elisa, Neyroud, Lison, Badidi, Touhami, Van der Linden, Nicolas, Tan, Chrystalle B. Y., Ković, Vanja, Sampaio, Waldir, Ferreira, Paulo, Santos, Diana, Burin, Debora, I, Gardiner, Gwendolyn, Protzko, John, Schild, Christoph, Scigala, Karolina A., Zettler, Ingo, Kunz, Erin M. O'Mara, Storage, Daniel, Wagemans, Fieke M. A., Saunders, Blair, Sirota, Miroslav, Sloane, Guyan, V, Lima, Tiago J. S., Uittenhove, Kim, Vergauwe, Evie, Jaworska, Katarzyna, Stern, Julia, Ask, Karl, van Zyl, Casper J. J., Korner, Anita, Weissgerber, Sophia C., Boudesseul, Jordane, Ruiz-Dodobara, Fernando, Ritchie, Kay L., Michalak, Nicholas M., Blake, Khandis R., White, David, Gordon-Finlayson, Alasdair R., Anne, Michele, Janssen, Steve M. J., Lee, Kean Mun, Nielsen, Tonje K., Tamnes, Christian K., Zickfeld, Janis H., Dalla Rosa, Anna, Vianello, Michelangelo, Kocsor, Ferenc, Kozma, Luca, Putz, Adam, Tressoldi, Patrizio, Irrazabal, Natalia, Chatard, Armand, Lins, Samuel, Pinto, Isabel R., Lutz, Johannes, Adamković, Matus, Babincak, Peter, Banik, Gabriel, Ropovik, Ivan, Coetzee, Vinet, Dixson, Barnaby J. W., Ribeiro, Gianni, Peters, Kim, Steffens, Niklas K., Tan, Kok Wei, Thorstenson, Christopher A., Fernandez, Ana Maria, Hsu, Rafael M. C. S., Valentova, Jaroslava V., Varella, Marco A. C., Corral-Frias, Nadia S., Frias-Armenta, Martha, Hatami, Javad, Monajem, Arash, Sharifian, MohammadHasan, Frohlich, Brooke, Lin, Hause, Inzlicht, Michael, Alaei, Ravin, Rule, Nicholas O., Lamm, Claus, Pronizius, Ekaterina, Voracek, Martin, Olsen, Jerome, Mac Giolla, Erik, Akgoz, Aysegul, Ozdokru, Asil A., Crawford, Matthew T., Bennett-Day, Brooke, Koehn, Monica A., Okan, Ceylan, Gill, Tripat, Miller, Jeremy K., Dunham, Yarrow, Yang, Xin, Alper, Sinan, Borras-Guevara, Martha Lucia, Cai, Sun Jun, Tiantian, Dong, Danvers, Alexander F., Feinberg, David R., Armstrong, Marie M., Gilboa-Schechtman, Eva, McCarthy, Randy J., Munoz-Reyes, Jose Antonio, Polo, Pablo, Shiramazu, Victor K. M., Yan, Wen-Jing, Carvalho, Lilian, Forscher, Patrick S., Chartier, Christopher R., and Coles, Nicholas A.
Abstract: Over the past 10 years, Oosterhof and Todorov's valence-dominance model has emerged as the most prominent account of how people evaluate faces on social dimensions. In this model, two dimensions (valence and dominance) underpin social judgements of faces. Because this model has primarily been developed and tested in Western regions, it is unclear whether these findings apply to other regions. We addressed this question by replicating Oosterhof and Todorov's methodology across 11 world regions, 41 countries and 11,570 participants. When we used Oosterhof and Todorov's original analysis strategy, the valence-dominance model generalized across regions. When we used an alternative methodology to allow for correlated dimensions, we observed much less generalization. Collectively, these results suggest that, while the valence-dominance model generalizes very well across regions when dimensions are forced to be orthogonal, regional differences are revealed when we use different extraction methods and correlate and rotate the dimension reduction solution.
Published: 2021

6. To which world regions does the valence-dominance model of social perception apply?

Author: Jones, Benedict, DeBruine, Lisa Marie, Flake, Jessica Kay, Liuzza, Marco Tullio, Antfolk, Jan, Arinze, Nwadiogo Chisom, Ndukaihe, Izuchukwu Lawrence Gabriel, Bloxsom, Nicholas, Lewis, Savannah, Foroni, Francesco, Willis, Megan, Cubillas, Carmelo, Vadillo, Miguel, gilead, michael, Simchon, Almog, Saribay, Selahattin Adil, Owsley, Nicholas Calbraith, Calvillo, Dustin, Włodarczyk, Anna, Qi, Yue, Ariyabuddhiphongs, Kris, Jarukasemthawee, Somboon, Manley, Harry, Suavansri, Panita, Taephant, Nattasuda, Stolier, Ryan Mayer, Evans, Thomas Rhys, Bonick, Judson, Lindemans, Jan Willem, Ashworth, Logan Fox, Chevallier, Coralie, Kapucu, Aycan, Karaaslan, Aslan, Leongómez, Juan David, Sánchez, Oscar, Escallón, Eugenio Valderrama, Vásquez-Amézquita, Milena, Aczel, Balazs, Hajdu, Nandor, Szecsi, Peter, Andreychik, Michael, Musser, Erica, Batres, Carlota, Hu, Chuan-Peng, Liu, Qing-Lan, Legate, Nicole, Vaughn, Leigh Ann, Barzykowski, Krystian, Golik, Karolina, Schmid, Irina, Stieger, Stefan, Artner, Richard, Mues, Chiel Kris Karel, vanpaemel, wolf, Jiang, Zhongqing, Wu, Qi, Marcu, Gabriela, Stephen, Ian, Lu, Jackson, Philipp, Michael Carl, Arnal, Jack Dennis, Hehman, Eric, Xie, Sally, Chopik, William, Seehuus, Martin, Azouaghe, Soufian, Belhaj, Abdelkarim, Elouafa, Jamal, Wilson, John Paul, Kruse, Elliott Tyler, Papadatou-Pastou, Marietta, Barba-Sanchez, Alan, ANABEL, DE LA ROSA GOMEZ, González-Santoyo, Isaac, Hsu, Tsuyueh, Kung, Chun-Chia, Hsiao-Hsin, Wang, Freeman, Jonathan, Oh, DongWon, Schei, Vidar, Sverdrup, Therese, Levitan, Carmel, Cook, Corey, Chandel, Priyanka, Kujur, Pratibha, Parganiha, Arti, Parveen, Noorshama, Pati, Atanu Kumar, Pradhan, Sraddha, Singh, Margaret Messiah, Pande, Babita, Bavolar, Jozef, Kačmár, Pavol, Zakharov, Ilya, Solas, Sara Álvarez, Baskin, Ernest, Thirkettle, Martin, Schmidt, Kathleen, Christopherson, Cody, Suchow, Jordan, Olofsson, Jonas, Lee, Ai-Suan, Beaudry, Jennifer, Gogan, Taylor Diarmuid, Oldmeadow, Julian, Dixson, Barnaby, Stevens, Laura, Ribeiro, Gianni, Brandt, Mark, Hoyer, Karlijn, Jaeger, Bastian, Ren, Dongning, Sleegers, Willem, Wissink, Joeri, Kaminski, Gwenael, Floerke, Victoria, Urry, Heather, Chen, Sau-Chin, Pfuhl, Gerit, Vally, Zahir, Basnight-Brown, Dana, IJzerman, Hans, Sarda, Elisa, Badidi, Touhami, Linden, Nicolas Van der, Tan, Chrystalle, Kovic, Vanja, Colloff, Melissa Fay, Flowe, Heather, Burin, DI, Gardiner, Gwendolyn, Protzko, John, Schild, Christoph, Scigala, Karolina, Zettler, Ingo, Kunz, Erin Marie O'Mara, Storage, Daniel, Wagemans, Fieke Maria Antoinet, Saunders, Blair, Sirota, Miroslav, Sloane, Guyan, Lima, Tiago Jessé Souza, Uittenhove, Kim, Vergauwe, Evie, Jaworska, Katarzyna, Carvalho, Lilian, Ask, Karl, Zyl, Casper Van, Körner, Anita, Weissgerber, Sophia Christin, Boudesseul, Jordane, Ruiz-Dodobara, Fernando, Ritchie, Kay, Michalak, Nicholas Michael, Blake, Khandis, White, David, Gordon-Finlayson, Alasdair, Anne, Michele, Janssen, Steve, Lee, Kean Mun, Nielsen, Tonje Kvande, Tamnes, Christian, Zickfeld, Janis, Rosa, Anna Dalla, Kocsor, Ferenc, Kozma, Luca, Putz, Adam, Tressoldi, Patrizio, Vianello, Michelangelo, Irrazabal, Natalia, Chatard, Armand, Lins, Samuel, Pinto, Isabel, Lutz, Johannes, Adamkovic, Matus, Babinčák, Peter, Baník, Gabriel, Ropovik, Ivan, Coetzee, Vinet, Peters, Kim Olivia, Jones, Benedict, DeBruine, Lisa Marie, Flake, Jessica Kay, Liuzza, Marco Tullio, Antfolk, Jan, Arinze, Nwadiogo Chisom, Ndukaihe, Izuchukwu Lawrence Gabriel, Bloxsom, Nicholas, Lewis, Savannah, Foroni, Francesco, Willis, Megan, Cubillas, Carmelo, Vadillo, Miguel, gilead, michael, Simchon, Almog, Saribay, Selahattin Adil, Owsley, Nicholas Calbraith, Calvillo, Dustin, Włodarczyk, Anna, Qi, Yue, Ariyabuddhiphongs, Kris, Jarukasemthawee, Somboon, Manley, Harry, Suavansri, Panita, Taephant, Nattasuda, Stolier, Ryan Mayer, Evans, Thomas Rhys, Bonick, Judson, Lindemans, Jan Willem, Ashworth, Logan Fox, Chevallier, Coralie, Kapucu, Aycan, Karaaslan, Aslan, Leongómez, Juan David, Sánchez, Oscar, Escallón, Eugenio Valderrama, Vásquez-Amézquita, Milena, Aczel, Balazs, Hajdu, Nandor, Szecsi, Peter, Andreychik, Michael, Musser, Erica, Batres, Carlota, Hu, Chuan-Peng, Liu, Qing-Lan, Legate, Nicole, Vaughn, Leigh Ann, Barzykowski, Krystian, Golik, Karolina, Schmid, Irina, Stieger, Stefan, Artner, Richard, Mues, Chiel Kris Karel, vanpaemel, wolf, Jiang, Zhongqing, Wu, Qi, Marcu, Gabriela, Stephen, Ian, Lu, Jackson, Philipp, Michael Carl, Arnal, Jack Dennis, Hehman, Eric, Xie, Sally, Chopik, William, Seehuus, Martin, Azouaghe, Soufian, Belhaj, Abdelkarim, Elouafa, Jamal, Wilson, John Paul, Kruse, Elliott Tyler, Papadatou-Pastou, Marietta, Barba-Sanchez, Alan, ANABEL, DE LA ROSA GOMEZ, González-Santoyo, Isaac, Hsu, Tsuyueh, Kung, Chun-Chia, Hsiao-Hsin, Wang, Freeman, Jonathan, Oh, DongWon, Schei, Vidar, Sverdrup, Therese, Levitan, Carmel, Cook, Corey, Chandel, Priyanka, Kujur, Pratibha, Parganiha, Arti, Parveen, Noorshama, Pati, Atanu Kumar, Pradhan, Sraddha, Singh, Margaret Messiah, Pande, Babita, Bavolar, Jozef, Kačmár, Pavol, Zakharov, Ilya, Solas, Sara Álvarez, Baskin, Ernest, Thirkettle, Martin, Schmidt, Kathleen, Christopherson, Cody, Suchow, Jordan, Olofsson, Jonas, Lee, Ai-Suan, Beaudry, Jennifer, Gogan, Taylor Diarmuid, Oldmeadow, Julian, Dixson, Barnaby, Stevens, Laura, Ribeiro, Gianni, Brandt, Mark, Hoyer, Karlijn, Jaeger, Bastian, Ren, Dongning, Sleegers, Willem, Wissink, Joeri, Kaminski, Gwenael, Floerke, Victoria, Urry, Heather, Chen, Sau-Chin, Pfuhl, Gerit, Vally, Zahir, Basnight-Brown, Dana, IJzerman, Hans, Sarda, Elisa, Badidi, Touhami, Linden, Nicolas Van der, Tan, Chrystalle, Kovic, Vanja, Colloff, Melissa Fay, Flowe, Heather, Burin, DI, Gardiner, Gwendolyn, Protzko, John, Schild, Christoph, Scigala, Karolina, Zettler, Ingo, Kunz, Erin Marie O'Mara, Storage, Daniel, Wagemans, Fieke Maria Antoinet, Saunders, Blair, Sirota, Miroslav, Sloane, Guyan, Lima, Tiago Jessé Souza, Uittenhove, Kim, Vergauwe, Evie, Jaworska, Katarzyna, Carvalho, Lilian, Ask, Karl, Zyl, Casper Van, Körner, Anita, Weissgerber, Sophia Christin, Boudesseul, Jordane, Ruiz-Dodobara, Fernando, Ritchie, Kay, Michalak, Nicholas Michael, Blake, Khandis, White, David, Gordon-Finlayson, Alasdair, Anne, Michele, Janssen, Steve, Lee, Kean Mun, Nielsen, Tonje Kvande, Tamnes, Christian, Zickfeld, Janis, Rosa, Anna Dalla, Kocsor, Ferenc, Kozma, Luca, Putz, Adam, Tressoldi, Patrizio, Vianello, Michelangelo, Irrazabal, Natalia, Chatard, Armand, Lins, Samuel, Pinto, Isabel, Lutz, Johannes, Adamkovic, Matus, Babinčák, Peter, Baník, Gabriel, Ropovik, Ivan, Coetzee, Vinet, and Peters, Kim Olivia
Abstract: Over the past 10 years, Oosterhof and Todorov’s valence–dominance model has emerged as the most prominent account of how people evaluate faces on social dimensions. In this model, two dimensions (valence and dominance) underpin social judgements of faces. Because this model has primarily been developed and tested in Western regions, it is unclear whether these findings apply to other regions. We addressed this question by replicating Oosterhof and Todorov’s methodology across 11 world regions, 41 countries and 11,570 participants. When we used Oosterhof and Todorov’s original analysis strategy, the valence–dominance model generalized across regions. When we used an alternative methodology to allow for correlated dimensions, we observed much less generalization. Collectively, these results suggest that, while the valence–dominance model generalizes very well across regions when dimensions are forced to be orthogonal, regional differences are revealed when we use different extraction methods and correlate and rotate the dimension reduction solution.
Published: 2021
Full Text: View/download PDF

7. To which world regions does the valence-dominance model of social perception apply?

Author: Jones, Benedict C., DeBruine, Lisa M., Flake, Jessica K., Liuzza, Marco Tullio, Antfolk, Jan, Arinze, Nwadiogo C., Ndukaihe, Izuchukwu L. G., Bloxsom, Nicholas G., Lewis, Savannah C., Foroni, Francesco, Willis, Megan L., Cubillas, Carmelo P., Vadillo, Miguel A., Turiegano, Enrique, Gilead, Michael, Simchon, Almog, Saribay, S. Adil, Owsley, Nicholas C., Jang, Chaning, Mburu, Georgina, Calvillo, Dustin P., Wlodarczyk, Anna, Qi, Yue, Ariyabuddhiphongs, Kris, Jarukasemthawee, Somboon, Manley, Harry, Suavansri, Panita, Taephant, Nattasuda, Stolier, Ryan M., Evans, Thomas R., Bonick, Judson, Lindemans, Jan W., Ashworth, Logan F., Hahn, Amanda C., Chevallier, Coralie, Kapucu, Aycan, Karaaslan, Aslan, Leongomez, Juan David, Sanchez, Oscar R., Valderrama, Eugenio, Vasquez-Amezquita, Milena, Hajdu, Nandor, Aczel, Balazs, Szecsi, Peter, Andreychik, Michael, Musser, Erica D., Batres, Carlota, Hu, Chuan-Peng, Liu, Qing-Lan, Legate, Nicole, Vaughn, Leigh Ann, Barzykowski, Krystian, Golik, Karolina, Schmid, Irina, Stieger, Stefan, Artner, Richard, Mues, Chiel, Vanpaemel, Wolf, Jiang, Zhongqing, Wu, Qi, Marcu, Gabriela M., Stephen, Ian D., Lu, Jackson G., Philipp, Michael C., Arnal, Jack D., Hehman, Eric, Xie, Sally Y., Chopik, William J., Seehuus, Martin, Azouaghe, Soufian, Belhaj, Abdelkarim, Elouafa, Jamal, Wilson, John P., Kruse, Elliott, Papadatou-Pastou, Marietta, De la Rosa-Gomez, Anabel, Barba-Sanchez, Alan E., Gonzalez-Santoyo, Isaac, Hsu, Tsuyueh, Kung, Chun-Chia, Wang, Hsiao-Hsin, Freeman, Jonathan B., Oh, Dong Won, Schei, Vidar, Sverdrup, Therese E., Levitan, Carmel A., Cook, Corey L., Chandel, Priyanka, Kujur, Pratibha, Parganiha, Arti, Parveen, Noorshama, Pati, Atanu Kumar, Pradhan, Sraddha, Singh, Margaret M., Pande, Babita, Bavolar, Jozef, Kacmar, Pavol, Zakharov, Ilya, Alvarez-Solas, Sara, Baskin, Ernest, Thirkettle, Martin, Schmidt, Kathleen, Christopherson, Cody D., Leonis, Trinity, Suchow, Jordan W., Olofsson, Jonas K., Jernsather, Teodor, Lee, Ai-Suan, Beaudry, Jennifer L., Gogan, Taylor D., Oldmeadow, Julian A., Balas, Benjamin, Stevens, Laura M., Colloff, Melissa F., Flowe, Heather D., Gulgoz, Sami, Brandt, Mark J., Hoyer, Karlijn, Jaeger, Bastian, Ren, Dongning, Sleegers, Willem W. A., Wissink, Joeri, Kaminski, Gwenael, Floerke, Victoria A., Urry, Heather L., Chen, Sau-Chin, Pfuhl, Gerit, Vally, Zahir, Basnight-Brown, Dana M., Jzerman, Hans, I, Sarda, Elisa, Neyroud, Lison, Badidi, Touhami, Van der Linden, Nicolas, Tan, Chrystalle B. Y., Ković, Vanja, Sampaio, Waldir, Ferreira, Paulo, Santos, Diana, Burin, Debora, I, Gardiner, Gwendolyn, Protzko, John, Schild, Christoph, Scigala, Karolina A., Zettler, Ingo, Kunz, Erin M. O'Mara, Storage, Daniel, Wagemans, Fieke M. A., Saunders, Blair, Sirota, Miroslav, Sloane, Guyan, V, Lima, Tiago J. S., Uittenhove, Kim, Vergauwe, Evie, Jaworska, Katarzyna, Stern, Julia, Ask, Karl, van Zyl, Casper J. J., Korner, Anita, Weissgerber, Sophia C., Boudesseul, Jordane, Ruiz-Dodobara, Fernando, Ritchie, Kay L., Michalak, Nicholas M., Blake, Khandis R., White, David, Gordon-Finlayson, Alasdair R., Anne, Michele, Janssen, Steve M. J., Lee, Kean Mun, Nielsen, Tonje K., Tamnes, Christian K., Zickfeld, Janis H., Dalla Rosa, Anna, Vianello, Michelangelo, Kocsor, Ferenc, Kozma, Luca, Putz, Adam, Tressoldi, Patrizio, Irrazabal, Natalia, Chatard, Armand, Lins, Samuel, Pinto, Isabel R., Lutz, Johannes, Adamković, Matus, Babincak, Peter, Banik, Gabriel, Ropovik, Ivan, Coetzee, Vinet, Dixson, Barnaby J. W., Ribeiro, Gianni, Peters, Kim, Steffens, Niklas K., Tan, Kok Wei, Thorstenson, Christopher A., Fernandez, Ana Maria, Hsu, Rafael M. C. S., Valentova, Jaroslava V., Varella, Marco A. C., Corral-Frias, Nadia S., Frias-Armenta, Martha, Hatami, Javad, Monajem, Arash, Sharifian, MohammadHasan, Frohlich, Brooke, Lin, Hause, Inzlicht, Michael, Alaei, Ravin, Rule, Nicholas O., Lamm, Claus, Pronizius, Ekaterina, Voracek, Martin, Olsen, Jerome, Mac Giolla, Erik, Akgoz, Aysegul, Ozdokru, Asil A., Crawford, Matthew T., Bennett-Day, Brooke, Koehn, Monica A., Okan, Ceylan, Gill, Tripat, Miller, Jeremy K., Dunham, Yarrow, Yang, Xin, Alper, Sinan, Borras-Guevara, Martha Lucia, Cai, Sun Jun, Tiantian, Dong, Danvers, Alexander F., Feinberg, David R., Armstrong, Marie M., Gilboa-Schechtman, Eva, McCarthy, Randy J., Munoz-Reyes, Jose Antonio, Polo, Pablo, Shiramazu, Victor K. M., Yan, Wen-Jing, Carvalho, Lilian, Forscher, Patrick S., Chartier, Christopher R., Coles, Nicholas A., Jones, Benedict C., DeBruine, Lisa M., Flake, Jessica K., Liuzza, Marco Tullio, Antfolk, Jan, Arinze, Nwadiogo C., Ndukaihe, Izuchukwu L. G., Bloxsom, Nicholas G., Lewis, Savannah C., Foroni, Francesco, Willis, Megan L., Cubillas, Carmelo P., Vadillo, Miguel A., Turiegano, Enrique, Gilead, Michael, Simchon, Almog, Saribay, S. Adil, Owsley, Nicholas C., Jang, Chaning, Mburu, Georgina, Calvillo, Dustin P., Wlodarczyk, Anna, Qi, Yue, Ariyabuddhiphongs, Kris, Jarukasemthawee, Somboon, Manley, Harry, Suavansri, Panita, Taephant, Nattasuda, Stolier, Ryan M., Evans, Thomas R., Bonick, Judson, Lindemans, Jan W., Ashworth, Logan F., Hahn, Amanda C., Chevallier, Coralie, Kapucu, Aycan, Karaaslan, Aslan, Leongomez, Juan David, Sanchez, Oscar R., Valderrama, Eugenio, Vasquez-Amezquita, Milena, Hajdu, Nandor, Aczel, Balazs, Szecsi, Peter, Andreychik, Michael, Musser, Erica D., Batres, Carlota, Hu, Chuan-Peng, Liu, Qing-Lan, Legate, Nicole, Vaughn, Leigh Ann, Barzykowski, Krystian, Golik, Karolina, Schmid, Irina, Stieger, Stefan, Artner, Richard, Mues, Chiel, Vanpaemel, Wolf, Jiang, Zhongqing, Wu, Qi, Marcu, Gabriela M., Stephen, Ian D., Lu, Jackson G., Philipp, Michael C., Arnal, Jack D., Hehman, Eric, Xie, Sally Y., Chopik, William J., Seehuus, Martin, Azouaghe, Soufian, Belhaj, Abdelkarim, Elouafa, Jamal, Wilson, John P., Kruse, Elliott, Papadatou-Pastou, Marietta, De la Rosa-Gomez, Anabel, Barba-Sanchez, Alan E., Gonzalez-Santoyo, Isaac, Hsu, Tsuyueh, Kung, Chun-Chia, Wang, Hsiao-Hsin, Freeman, Jonathan B., Oh, Dong Won, Schei, Vidar, Sverdrup, Therese E., Levitan, Carmel A., Cook, Corey L., Chandel, Priyanka, Kujur, Pratibha, Parganiha, Arti, Parveen, Noorshama, Pati, Atanu Kumar, Pradhan, Sraddha, Singh, Margaret M., Pande, Babita, Bavolar, Jozef, Kacmar, Pavol, Zakharov, Ilya, Alvarez-Solas, Sara, Baskin, Ernest, Thirkettle, Martin, Schmidt, Kathleen, Christopherson, Cody D., Leonis, Trinity, Suchow, Jordan W., Olofsson, Jonas K., Jernsather, Teodor, Lee, Ai-Suan, Beaudry, Jennifer L., Gogan, Taylor D., Oldmeadow, Julian A., Balas, Benjamin, Stevens, Laura M., Colloff, Melissa F., Flowe, Heather D., Gulgoz, Sami, Brandt, Mark J., Hoyer, Karlijn, Jaeger, Bastian, Ren, Dongning, Sleegers, Willem W. A., Wissink, Joeri, Kaminski, Gwenael, Floerke, Victoria A., Urry, Heather L., Chen, Sau-Chin, Pfuhl, Gerit, Vally, Zahir, Basnight-Brown, Dana M., Jzerman, Hans, I, Sarda, Elisa, Neyroud, Lison, Badidi, Touhami, Van der Linden, Nicolas, Tan, Chrystalle B. Y., Ković, Vanja, Sampaio, Waldir, Ferreira, Paulo, Santos, Diana, Burin, Debora, I, Gardiner, Gwendolyn, Protzko, John, Schild, Christoph, Scigala, Karolina A., Zettler, Ingo, Kunz, Erin M. O'Mara, Storage, Daniel, Wagemans, Fieke M. A., Saunders, Blair, Sirota, Miroslav, Sloane, Guyan, V, Lima, Tiago J. S., Uittenhove, Kim, Vergauwe, Evie, Jaworska, Katarzyna, Stern, Julia, Ask, Karl, van Zyl, Casper J. J., Korner, Anita, Weissgerber, Sophia C., Boudesseul, Jordane, Ruiz-Dodobara, Fernando, Ritchie, Kay L., Michalak, Nicholas M., Blake, Khandis R., White, David, Gordon-Finlayson, Alasdair R., Anne, Michele, Janssen, Steve M. J., Lee, Kean Mun, Nielsen, Tonje K., Tamnes, Christian K., Zickfeld, Janis H., Dalla Rosa, Anna, Vianello, Michelangelo, Kocsor, Ferenc, Kozma, Luca, Putz, Adam, Tressoldi, Patrizio, Irrazabal, Natalia, Chatard, Armand, Lins, Samuel, Pinto, Isabel R., Lutz, Johannes, Adamković, Matus, Babincak, Peter, Banik, Gabriel, Ropovik, Ivan, Coetzee, Vinet, Dixson, Barnaby J. W., Ribeiro, Gianni, Peters, Kim, Steffens, Niklas K., Tan, Kok Wei, Thorstenson, Christopher A., Fernandez, Ana Maria, Hsu, Rafael M. C. S., Valentova, Jaroslava V., Varella, Marco A. C., Corral-Frias, Nadia S., Frias-Armenta, Martha, Hatami, Javad, Monajem, Arash, Sharifian, MohammadHasan, Frohlich, Brooke, Lin, Hause, Inzlicht, Michael, Alaei, Ravin, Rule, Nicholas O., Lamm, Claus, Pronizius, Ekaterina, Voracek, Martin, Olsen, Jerome, Mac Giolla, Erik, Akgoz, Aysegul, Ozdokru, Asil A., Crawford, Matthew T., Bennett-Day, Brooke, Koehn, Monica A., Okan, Ceylan, Gill, Tripat, Miller, Jeremy K., Dunham, Yarrow, Yang, Xin, Alper, Sinan, Borras-Guevara, Martha Lucia, Cai, Sun Jun, Tiantian, Dong, Danvers, Alexander F., Feinberg, David R., Armstrong, Marie M., Gilboa-Schechtman, Eva, McCarthy, Randy J., Munoz-Reyes, Jose Antonio, Polo, Pablo, Shiramazu, Victor K. M., Yan, Wen-Jing, Carvalho, Lilian, Forscher, Patrick S., Chartier, Christopher R., and Coles, Nicholas A.
Abstract: Over the past 10 years, Oosterhof and Todorov's valence-dominance model has emerged as the most prominent account of how people evaluate faces on social dimensions. In this model, two dimensions (valence and dominance) underpin social judgements of faces. Because this model has primarily been developed and tested in Western regions, it is unclear whether these findings apply to other regions. We addressed this question by replicating Oosterhof and Todorov's methodology across 11 world regions, 41 countries and 11,570 participants. When we used Oosterhof and Todorov's original analysis strategy, the valence-dominance model generalized across regions. When we used an alternative methodology to allow for correlated dimensions, we observed much less generalization. Collectively, these results suggest that, while the valence-dominance model generalizes very well across regions when dimensions are forced to be orthogonal, regional differences are revealed when we use different extraction methods and correlate and rotate the dimension reduction solution.
Published: 2021

8. To which world regions does the valence-dominance model of social perception apply?

Author: Jones, Benedict C, DeBruine, Lisa M, Flake, Jessica K, Liuzza, Marco Tullio, Antfolk, Jan, Arinze, Nwadiogo C, Ndukaihe, Izuchukwu L G, Bloxsom, Nicholas G, Lewis, Savannah C, Foroni, Francesco, Willis, Megan L, Cubillas, Carmelo P, Vadillo, Miguel A, Turiegano, Enrique, Gilead, Michael, Simchon, Almog, Saribay, S Adil, Owsley, Nicholas C, Jang, Chaning, Mburu, Georgina, Calvillo, Dustin P, Wlodarczyk, Anna, Qi, Yue, Ariyabuddhiphongs, Kris, Jarukasemthawee, Somboon, Manley, Harry, Suavansri, Panita, Taephant, Nattasuda, Stolier, Ryan M, Evans, Thomas R, Bonick, Judson, Lindemans, Jan W, Ashworth, Logan F, Hahn, Amanda C, Chevallier, Coralie, Kapucu, Aycan, Karaaslan, Aslan, Leongómez, Juan David, Sánchez, Oscar R, Valderrama, Eugenio, Vásquez-Amézquita, Milena, Hajdu, Nandor, Aczel, Balazs, Szecsi, Peter, Andreychik, Michael, Musser, Erica D, Batres, Carlota, Hu, Chuan-Peng, Liu, Qing-Lan, Legate, Nicole, Vaughn, Leigh Ann, Barzykowski, Krystian, Golik, Karolina, Schmid, Irina, Stieger, Stefan, Artner, Richard, Mues, Chiel, Vanpaemel, Wolf, Jiang, Zhongqing, Wu, Qi, Marcu, Gabriela M, Stephen, Ian D, Lu, Jackson G, Philipp, Michael C, Arnal, Jack D, Hehman, Eric, Xie, Sally Y, Chopik, William J, Seehuus, Martin, Azouaghe, Soufian, Belhaj, Abdelkarim, Elouafa, Jamal, Wilson, John P, Kruse, Elliott, Papadatou-Pastou, Marietta, De La Rosa-Gómez, Anabel, Barba-Sánchez, Alan E, González-Santoyo, Isaac, Hsu, Tsuyueh, Kung, Chun-Chia, Wang, Hsiao-Hsin, Freeman, Jonathan B, Oh, Dong Won, Schei, Vidar, Sverdrup, Therese E, Levitan, Carmel A, Cook, Corey L, Chandel, Priyanka, Kujur, Pratibha, Parganiha, Arti, Parveen, Noorshama, Pati, Atanu Kumar, Pradhan, Sraddha, Singh, Margaret M, Pande, Babita, Bavolar, Jozef, Kačmár, Pavol, Zakharov, Ilya, Álvarez-Solas, Sara, Baskin, Ernest, Thirkettle, Martin, Schmidt, Kathleen, Christopherson, Cody D, Leonis, Trinity, Suchow, Jordan W, Olofsson, Jonas K, Jernsäther, Teodor, Lee, Ai-Suan, Beaudry, Jennifer L, Gogan, Taylor D, Oldmeadow, Julian A, Balas, Benjamin, Stevens, Laura M, Colloff, Melissa F, Flowe, Heather D, Gülgöz, Sami, Brandt, Mark J, Hoyer, Karlijn, Jaeger, Bastian, Ren, Dongning, Sleegers, Willem W A, Wissink, Joeri, Kaminski, Gwenaël, Floerke, Victoria A, Urry, Heather L, Chen, Sau-Chin, Pfuhl, Gerit, Vally, Zahir, Basnight-Brown, Dana M, Jzerman, Hans I, Sarda, Elisa, Neyroud, Lison, Badidi, Touhami, Van der Linden, Nicolas, Tan, Chrystalle B Y, Kovic, Vanja, Sampaio, Waldir, Ferreira, Paulo, Santos, Diana, Burin, Debora I, Gardiner, Gwendolyn, Protzko, John, Schild, Christoph, Ścigała, Karolina A, Zettler, Ingo, O'Mara Kunz, Erin M, Storage, Daniel, Wagemans, Fieke M A, Saunders, Blair, Sirota, Miroslav, Sloane, Guyan V, Lima, Tiago J S, Uittenhove, Kim, Vergauwe, Evie, Jaworska, Katarzyna, Stern, Julia, Ask, Karl, van Zyl, Casper J J, Körner, Anita, Weissgerber, Sophia C, Boudesseul, Jordane, Ruiz-Dodobara, Fernando, Ritchie, Kay L, Michalak, Nicholas M, Blake, Khandis R, White, David, Gordon-Finlayson, Alasdair R, Anne, Michele, Janssen, Steve M J, Lee, Kean Mun, Nielsen, Tonje K, Tamnes, Christian K, Zickfeld, Janis H, Rosa, Anna Dalla, Vianello, Michelangelo, Kocsor, Ferenc, Kozma, Luca, Putz, Ádám, Tressoldi, Patrizio, Irrazabal, Natalia, Chatard, Armand, Lins, Samuel, Pinto, Isabel R, Lutz, Johannes, Adamkovic, Matus, Babincak, Peter, Baník, Gabriel, Ropovik, Ivan, Coetzee, Vinet, Dixson, Barnaby J W, Ribeiro, Gianni, Peters, Kim, Steffens, Niklas K, Tan, Kok Wei, Thorstenson, Christopher A, Fernandez, Ana Maria, Hsu, Rafael M C S, Valentova, Jaroslava V, Varella, Marco A C, Corral-Frías, Nadia S, Frías-Armenta, Martha, Hatami, Javad, Monajem, Arash, Sharifian, Mohammad Hasan, Frohlich, Brooke, Lin, Hause, Inzlicht, Michael, Alaei, Ravin, Rule, Nicholas O, Lamm, Claus, Pronizius, Ekaterina, Voracek, Martin, Olsen, Jerome, Mac Giolla, Erik, Akgoz, Aysegul, Özdoğru, Asil A, Crawford, Matthew T, Bennett-Day, Brooke, Koehn, Monica A, Okan, Ceylan, Gill, Tripat, Miller, Jeremy K, Dunham, Yarrow, Yang, Xin, Alper, Sinan, Borras-Guevara, Martha Lucia, Cai, Sun Jun, Tiantian, Dong, Danvers, Alexander F, Feinberg, David R, Armstrong, Marie M, Gilboa-Schechtman, Eva, McCarthy, Randy J, Muñoz-Reyes, Jose Antonio, Polo, Pablo, Shiramazu, Victor K M, Yan, Wen-Jing, Carvalho, Lilian, Forscher, Patrick S, Chartier, Christopher R, Coles, Nicholas A, Jones, Benedict C, DeBruine, Lisa M, Flake, Jessica K, Liuzza, Marco Tullio, Antfolk, Jan, Arinze, Nwadiogo C, Ndukaihe, Izuchukwu L G, Bloxsom, Nicholas G, Lewis, Savannah C, Foroni, Francesco, Willis, Megan L, Cubillas, Carmelo P, Vadillo, Miguel A, Turiegano, Enrique, Gilead, Michael, Simchon, Almog, Saribay, S Adil, Owsley, Nicholas C, Jang, Chaning, Mburu, Georgina, Calvillo, Dustin P, Wlodarczyk, Anna, Qi, Yue, Ariyabuddhiphongs, Kris, Jarukasemthawee, Somboon, Manley, Harry, Suavansri, Panita, Taephant, Nattasuda, Stolier, Ryan M, Evans, Thomas R, Bonick, Judson, Lindemans, Jan W, Ashworth, Logan F, Hahn, Amanda C, Chevallier, Coralie, Kapucu, Aycan, Karaaslan, Aslan, Leongómez, Juan David, Sánchez, Oscar R, Valderrama, Eugenio, Vásquez-Amézquita, Milena, Hajdu, Nandor, Aczel, Balazs, Szecsi, Peter, Andreychik, Michael, Musser, Erica D, Batres, Carlota, Hu, Chuan-Peng, Liu, Qing-Lan, Legate, Nicole, Vaughn, Leigh Ann, Barzykowski, Krystian, Golik, Karolina, Schmid, Irina, Stieger, Stefan, Artner, Richard, Mues, Chiel, Vanpaemel, Wolf, Jiang, Zhongqing, Wu, Qi, Marcu, Gabriela M, Stephen, Ian D, Lu, Jackson G, Philipp, Michael C, Arnal, Jack D, Hehman, Eric, Xie, Sally Y, Chopik, William J, Seehuus, Martin, Azouaghe, Soufian, Belhaj, Abdelkarim, Elouafa, Jamal, Wilson, John P, Kruse, Elliott, Papadatou-Pastou, Marietta, De La Rosa-Gómez, Anabel, Barba-Sánchez, Alan E, González-Santoyo, Isaac, Hsu, Tsuyueh, Kung, Chun-Chia, Wang, Hsiao-Hsin, Freeman, Jonathan B, Oh, Dong Won, Schei, Vidar, Sverdrup, Therese E, Levitan, Carmel A, Cook, Corey L, Chandel, Priyanka, Kujur, Pratibha, Parganiha, Arti, Parveen, Noorshama, Pati, Atanu Kumar, Pradhan, Sraddha, Singh, Margaret M, Pande, Babita, Bavolar, Jozef, Kačmár, Pavol, Zakharov, Ilya, Álvarez-Solas, Sara, Baskin, Ernest, Thirkettle, Martin, Schmidt, Kathleen, Christopherson, Cody D, Leonis, Trinity, Suchow, Jordan W, Olofsson, Jonas K, Jernsäther, Teodor, Lee, Ai-Suan, Beaudry, Jennifer L, Gogan, Taylor D, Oldmeadow, Julian A, Balas, Benjamin, Stevens, Laura M, Colloff, Melissa F, Flowe, Heather D, Gülgöz, Sami, Brandt, Mark J, Hoyer, Karlijn, Jaeger, Bastian, Ren, Dongning, Sleegers, Willem W A, Wissink, Joeri, Kaminski, Gwenaël, Floerke, Victoria A, Urry, Heather L, Chen, Sau-Chin, Pfuhl, Gerit, Vally, Zahir, Basnight-Brown, Dana M, Jzerman, Hans I, Sarda, Elisa, Neyroud, Lison, Badidi, Touhami, Van der Linden, Nicolas, Tan, Chrystalle B Y, Kovic, Vanja, Sampaio, Waldir, Ferreira, Paulo, Santos, Diana, Burin, Debora I, Gardiner, Gwendolyn, Protzko, John, Schild, Christoph, Ścigała, Karolina A, Zettler, Ingo, O'Mara Kunz, Erin M, Storage, Daniel, Wagemans, Fieke M A, Saunders, Blair, Sirota, Miroslav, Sloane, Guyan V, Lima, Tiago J S, Uittenhove, Kim, Vergauwe, Evie, Jaworska, Katarzyna, Stern, Julia, Ask, Karl, van Zyl, Casper J J, Körner, Anita, Weissgerber, Sophia C, Boudesseul, Jordane, Ruiz-Dodobara, Fernando, Ritchie, Kay L, Michalak, Nicholas M, Blake, Khandis R, White, David, Gordon-Finlayson, Alasdair R, Anne, Michele, Janssen, Steve M J, Lee, Kean Mun, Nielsen, Tonje K, Tamnes, Christian K, Zickfeld, Janis H, Rosa, Anna Dalla, Vianello, Michelangelo, Kocsor, Ferenc, Kozma, Luca, Putz, Ádám, Tressoldi, Patrizio, Irrazabal, Natalia, Chatard, Armand, Lins, Samuel, Pinto, Isabel R, Lutz, Johannes, Adamkovic, Matus, Babincak, Peter, Baník, Gabriel, Ropovik, Ivan, Coetzee, Vinet, Dixson, Barnaby J W, Ribeiro, Gianni, Peters, Kim, Steffens, Niklas K, Tan, Kok Wei, Thorstenson, Christopher A, Fernandez, Ana Maria, Hsu, Rafael M C S, Valentova, Jaroslava V, Varella, Marco A C, Corral-Frías, Nadia S, Frías-Armenta, Martha, Hatami, Javad, Monajem, Arash, Sharifian, Mohammad Hasan, Frohlich, Brooke, Lin, Hause, Inzlicht, Michael, Alaei, Ravin, Rule, Nicholas O, Lamm, Claus, Pronizius, Ekaterina, Voracek, Martin, Olsen, Jerome, Mac Giolla, Erik, Akgoz, Aysegul, Özdoğru, Asil A, Crawford, Matthew T, Bennett-Day, Brooke, Koehn, Monica A, Okan, Ceylan, Gill, Tripat, Miller, Jeremy K, Dunham, Yarrow, Yang, Xin, Alper, Sinan, Borras-Guevara, Martha Lucia, Cai, Sun Jun, Tiantian, Dong, Danvers, Alexander F, Feinberg, David R, Armstrong, Marie M, Gilboa-Schechtman, Eva, McCarthy, Randy J, Muñoz-Reyes, Jose Antonio, Polo, Pablo, Shiramazu, Victor K M, Yan, Wen-Jing, Carvalho, Lilian, Forscher, Patrick S, Chartier, Christopher R, and Coles, Nicholas A
Abstract: Over the past 10 years, Oosterhof and Todorov's valence-dominance model has emerged as the most prominent account of how people evaluate faces on social dimensions. In this model, two dimensions (valence and dominance) underpin social judgements of faces. Because this model has primarily been developed and tested in Western regions, it is unclear whether these findings apply to other regions. We addressed this question by replicating Oosterhof and Todorov's methodology across 11 world regions, 41 countries and 11,570 participants. When we used Oosterhof and Todorov's original analysis strategy, the valence-dominance model generalized across regions. When we used an alternative methodology to allow for correlated dimensions, we observed much less generalization. Collectively, these results suggest that, while the valence-dominance model generalizes very well across regions when dimensions are forced to be orthogonal, regional differences are revealed when we use different extraction methods and correlate and rotate the dimension reduction solution. PROTOCOL REGISTRATION: The stage 1 protocol for this Registered Report was accepted in principle on 5 November 2018. The protocol, as accepted by the journal, can be found at https://doi.org/10.6084/m9.figshare.7611443.v1 .
Published: 2021
Full Text: View/download PDF

9. To which world regions does the valence-dominance model of social perception apply?

Author: Jones, Benedict, DeBruine, Lisa Marie, Flake, Jessica Kay, Liuzza, Marco Tullio, Antfolk, Jan, Arinze, Nwadiogo Chisom, Ndukaihe, Izuchukwu Lawrence Gabriel, Bloxsom, Nicholas, Lewis, Savannah, Foroni, Francesco, Willis, Megan, Cubillas, Carmelo, Vadillo, Miguel, gilead, michael, Simchon, Almog, Saribay, Selahattin Adil, Owsley, Nicholas Calbraith, Calvillo, Dustin, Włodarczyk, Anna, Qi, Yue, Ariyabuddhiphongs, Kris, Jarukasemthawee, Somboon, Manley, Harry, Suavansri, Panita, Taephant, Nattasuda, Stolier, Ryan Mayer, Evans, Thomas Rhys, Bonick, Judson, Lindemans, Jan Willem, Ashworth, Logan Fox, Chevallier, Coralie, Kapucu, Aycan, Karaaslan, Aslan, Leongómez, Juan David, Sánchez, Oscar, Valderrama Escallón, Eugenio, Vásquez-Amézquita, Milena, Aczel, Balazs, Hajdu, Nandor, Szecsi, Peter, Andreychik, Michael, Musser, Erica, Batres, Carlota, Hu, Chuan-Peng, Liu, Qing-Lan, Legate, Nicole, Vaughn, Leigh Ann, Barzykowski, Krystian, Golik, Karolina, Schmid, Irina, Stieger, Stefan, Artner, Richard, Mues, Chiel Kris Karel, vanpaemel, wolf, Jiang, Zhongqing, Wu, Qi, Marcu, Gabriela, Stephen, Ian, Lu, Jackson, Philipp, Michael Carl, Arnal, Jack Dennis, Hehman, Eric, Xie, Sally, Chopik, William, Seehuus, Martin, Azouaghe, Soufian, Belhaj, Abdelkarim, Elouafa, Jamal, Wilson, John Paul, Kruse, Elliott Tyler, Papadatou-Pastou, Marietta, Barba-Sanchez, Alan, DE LA ROSA GOMEZ, ANABEL, González-Santoyo, Isaac, Hsu, Tsuyueh, Kung, Chun-Chia, Hsiao-Hsin, Wang, Freeman, Jonathan, Oh, DongWon, Schei, Vidar, Sverdrup, Therese, Levitan, Carmel, Cook, Corey, Chandel, Priyanka, Kujur, Pratibha, Parganiha, Arti, Parveen, Noorshama, Pati, Atanu Kumar, Pradhan, Sraddha, Singh, Margaret Messiah, Pande, Babita, Bavolar, Jozef, Kačmár, Pavol, Zakharov, Ilya, Solas, Sara Álvarez, Baskin, Ernest, Thirkettle, Martin, Schmidt, Kathleen, Christopherson, Cody, Suchow, Jordan, Olofsson, Jonas, Lee, Ai-Suan, Beaudry, Jennifer, Gogan, Taylor Diarmuid, Oldmeadow, Julian, Dixson, Barnaby, Stevens, Laura, Ribeiro, Gianni, Brandt, Mark John, Hoyer, Karlijn, Jaeger, Bastian, Ren, Dongning, Sleegers, Willem, Wissink, Joeri, Kaminski, Gwenael, Floerke, Victoria, Urry, Heather, Chen, Sau-Chin, Pfuhl, Gerit, Vally, Zahir, Basnight-Brown, Dana, IJzerman, Hans, Sarda, Elisa, Badidi, Touhami, Van der Linden, Nicolas, Tan, Chrystalle, Kovic, Vanja, Colloff, Melissa Fay, Flowe, Heather, Burin, DI, Gardiner, Gwendolyn, Protzko, John, Schild, Christoph, Scigala, Karolina, Zettler, Ingo, O'Mara Kunz, Erin Marie, Storage, Daniel, Wagemans, Fieke Maria Antoinet, Saunders, Blair, Sirota, Miroslav, Sloane, Guyan, Lima, Tiago Jessé Souza, Uittenhove, Kim, Vergauwe, Evie, Jaworska, Katarzyna, Carvalho, Lilian, Ask, Karl, Van Zyl, Casper, Körner, Anita, Weissgerber, Sophia Christin, Boudesseul, Jordane, Ruiz-Dodobara, Fernando, Ritchie, Kay, Michalak, Nicholas Michael, Blake, Khandis, White, David, Gordon-Finlayson, Alasdair, Anne, Michele, Janssen, Steve, Lee, Kean Mun, Nielsen, Tonje Kvande, Tamnes, Christian, Zickfeld, Janis, Dalla Rosa, Anna, Kocsor, Ferenc, Kozma, Luca, Putz, Adam, Tressoldi, Patrizio, Vianello, Michelangelo, Irrazabal, Natalia, Chatard, Armand, Lins, Samuel, Pinto, Isabel, Lutz, Johannes, Adamkovic, Matus, Babinčák, Peter, Baník, Gabriel, Ropovik, Ivan, Coetzee, Vinet, Peters, Kim Olivia, Jones, Benedict, DeBruine, Lisa Marie, Flake, Jessica Kay, Liuzza, Marco Tullio, Antfolk, Jan, Arinze, Nwadiogo Chisom, Ndukaihe, Izuchukwu Lawrence Gabriel, Bloxsom, Nicholas, Lewis, Savannah, Foroni, Francesco, Willis, Megan, Cubillas, Carmelo, Vadillo, Miguel, gilead, michael, Simchon, Almog, Saribay, Selahattin Adil, Owsley, Nicholas Calbraith, Calvillo, Dustin, Włodarczyk, Anna, Qi, Yue, Ariyabuddhiphongs, Kris, Jarukasemthawee, Somboon, Manley, Harry, Suavansri, Panita, Taephant, Nattasuda, Stolier, Ryan Mayer, Evans, Thomas Rhys, Bonick, Judson, Lindemans, Jan Willem, Ashworth, Logan Fox, Chevallier, Coralie, Kapucu, Aycan, Karaaslan, Aslan, Leongómez, Juan David, Sánchez, Oscar, Valderrama Escallón, Eugenio, Vásquez-Amézquita, Milena, Aczel, Balazs, Hajdu, Nandor, Szecsi, Peter, Andreychik, Michael, Musser, Erica, Batres, Carlota, Hu, Chuan-Peng, Liu, Qing-Lan, Legate, Nicole, Vaughn, Leigh Ann, Barzykowski, Krystian, Golik, Karolina, Schmid, Irina, Stieger, Stefan, Artner, Richard, Mues, Chiel Kris Karel, vanpaemel, wolf, Jiang, Zhongqing, Wu, Qi, Marcu, Gabriela, Stephen, Ian, Lu, Jackson, Philipp, Michael Carl, Arnal, Jack Dennis, Hehman, Eric, Xie, Sally, Chopik, William, Seehuus, Martin, Azouaghe, Soufian, Belhaj, Abdelkarim, Elouafa, Jamal, Wilson, John Paul, Kruse, Elliott Tyler, Papadatou-Pastou, Marietta, Barba-Sanchez, Alan, DE LA ROSA GOMEZ, ANABEL, González-Santoyo, Isaac, Hsu, Tsuyueh, Kung, Chun-Chia, Hsiao-Hsin, Wang, Freeman, Jonathan, Oh, DongWon, Schei, Vidar, Sverdrup, Therese, Levitan, Carmel, Cook, Corey, Chandel, Priyanka, Kujur, Pratibha, Parganiha, Arti, Parveen, Noorshama, Pati, Atanu Kumar, Pradhan, Sraddha, Singh, Margaret Messiah, Pande, Babita, Bavolar, Jozef, Kačmár, Pavol, Zakharov, Ilya, Solas, Sara Álvarez, Baskin, Ernest, Thirkettle, Martin, Schmidt, Kathleen, Christopherson, Cody, Suchow, Jordan, Olofsson, Jonas, Lee, Ai-Suan, Beaudry, Jennifer, Gogan, Taylor Diarmuid, Oldmeadow, Julian, Dixson, Barnaby, Stevens, Laura, Ribeiro, Gianni, Brandt, Mark John, Hoyer, Karlijn, Jaeger, Bastian, Ren, Dongning, Sleegers, Willem, Wissink, Joeri, Kaminski, Gwenael, Floerke, Victoria, Urry, Heather, Chen, Sau-Chin, Pfuhl, Gerit, Vally, Zahir, Basnight-Brown, Dana, IJzerman, Hans, Sarda, Elisa, Badidi, Touhami, Van der Linden, Nicolas, Tan, Chrystalle, Kovic, Vanja, Colloff, Melissa Fay, Flowe, Heather, Burin, DI, Gardiner, Gwendolyn, Protzko, John, Schild, Christoph, Scigala, Karolina, Zettler, Ingo, O'Mara Kunz, Erin Marie, Storage, Daniel, Wagemans, Fieke Maria Antoinet, Saunders, Blair, Sirota, Miroslav, Sloane, Guyan, Lima, Tiago Jessé Souza, Uittenhove, Kim, Vergauwe, Evie, Jaworska, Katarzyna, Carvalho, Lilian, Ask, Karl, Van Zyl, Casper, Körner, Anita, Weissgerber, Sophia Christin, Boudesseul, Jordane, Ruiz-Dodobara, Fernando, Ritchie, Kay, Michalak, Nicholas Michael, Blake, Khandis, White, David, Gordon-Finlayson, Alasdair, Anne, Michele, Janssen, Steve, Lee, Kean Mun, Nielsen, Tonje Kvande, Tamnes, Christian, Zickfeld, Janis, Dalla Rosa, Anna, Kocsor, Ferenc, Kozma, Luca, Putz, Adam, Tressoldi, Patrizio, Vianello, Michelangelo, Irrazabal, Natalia, Chatard, Armand, Lins, Samuel, Pinto, Isabel, Lutz, Johannes, Adamkovic, Matus, Babinčák, Peter, Baník, Gabriel, Ropovik, Ivan, Coetzee, Vinet, and Peters, Kim Olivia
Abstract: Over the past 10 years, Oosterhof and Todorov’s valence–dominance model has emerged as the most prominent account of how people evaluate faces on social dimensions. In this model, two dimensions (valence and dominance) underpin social judgements of faces. Because this model has primarily been developed and tested in Western regions, it is unclear whether these findings apply to other regions. We addressed this question by replicating Oosterhof and Todorov’s methodology across 11 world regions, 41 countries and 11,570 participants. When we used Oosterhof and Todorov’s original analysis strategy, the valence–dominance model generalized across regions. When we used an alternative methodology to allow for correlated dimensions, we observed much less generalization. Collectively, these results suggest that, while the valence–dominance model generalizes very well across regions when dimensions are forced to be orthogonal, regional differences are revealed when we use different extraction methods and correlate and rotate the dimension reduction solution.
Published: 2021

10. 变量间的网络分析模型及其应用

Author: Cai, Yuqing, Dong, S., Yuan, Shuai, Hu, Chuan-peng, Cai, Yuqing, Dong, S., Yuan, Shuai, and Hu, Chuan-peng
Published: 2020

11. Variability in the analysis of a single neuroimaging dataset by many teams.

Author: Botvinik-Nezer, Rotem, Botvinik-Nezer, Rotem, Holzmeister, Felix, Camerer, Colin F, Dreber, Anna, Huber, Juergen, Johannesson, Magnus, Kirchler, Michael, Iwanir, Roni, Mumford, Jeanette A, Adcock, R Alison, Avesani, Paolo, Baczkowski, Blazej M, Bajracharya, Aahana, Bakst, Leah, Ball, Sheryl, Barilari, Marco, Bault, Nadège, Beaton, Derek, Beitner, Julia, Benoit, Roland G, Berkers, Ruud MWJ, Bhanji, Jamil P, Biswal, Bharat B, Bobadilla-Suarez, Sebastian, Bortolini, Tiago, Bottenhorn, Katherine L, Bowring, Alexander, Braem, Senne, Brooks, Hayley R, Brudner, Emily G, Calderon, Cristian B, Camilleri, Julia A, Castrellon, Jaime J, Cecchetti, Luca, Cieslik, Edna C, Cole, Zachary J, Collignon, Olivier, Cox, Robert W, Cunningham, William A, Czoschke, Stefan, Dadi, Kamalaker, Davis, Charles P, Luca, Alberto De, Delgado, Mauricio R, Demetriou, Lysia, Dennison, Jeffrey B, Di, Xin, Dickie, Erin W, Dobryakova, Ekaterina, Donnat, Claire L, Dukart, Juergen, Duncan, Niall W, Durnez, Joke, Eed, Amr, Eickhoff, Simon B, Erhart, Andrew, Fontanesi, Laura, Fricke, G Matthew, Fu, Shiguang, Galván, Adriana, Gau, Remi, Genon, Sarah, Glatard, Tristan, Glerean, Enrico, Goeman, Jelle J, Golowin, Sergej AE, González-García, Carlos, Gorgolewski, Krzysztof J, Grady, Cheryl L, Green, Mikella A, Guassi Moreira, João F, Guest, Olivia, Hakimi, Shabnam, Hamilton, J Paul, Hancock, Roeland, Handjaras, Giacomo, Harry, Bronson B, Hawco, Colin, Herholz, Peer, Herman, Gabrielle, Heunis, Stephan, Hoffstaedter, Felix, Hogeveen, Jeremy, Holmes, Susan, Hu, Chuan-Peng, Huettel, Scott A, Hughes, Matthew E, Iacovella, Vittorio, Iordan, Alexandru D, Isager, Peder M, Isik, Ayse I, Jahn, Andrew, Johnson, Matthew R, Johnstone, Tom, Joseph, Michael JE, Juliano, Anthony C, Kable, Joseph W, Kassinopoulos, Michalis, Koba, Cemal, Kong, Xiang-Zhen, Botvinik-Nezer, Rotem, Botvinik-Nezer, Rotem, Holzmeister, Felix, Camerer, Colin F, Dreber, Anna, Huber, Juergen, Johannesson, Magnus, Kirchler, Michael, Iwanir, Roni, Mumford, Jeanette A, Adcock, R Alison, Avesani, Paolo, Baczkowski, Blazej M, Bajracharya, Aahana, Bakst, Leah, Ball, Sheryl, Barilari, Marco, Bault, Nadège, Beaton, Derek, Beitner, Julia, Benoit, Roland G, Berkers, Ruud MWJ, Bhanji, Jamil P, Biswal, Bharat B, Bobadilla-Suarez, Sebastian, Bortolini, Tiago, Bottenhorn, Katherine L, Bowring, Alexander, Braem, Senne, Brooks, Hayley R, Brudner, Emily G, Calderon, Cristian B, Camilleri, Julia A, Castrellon, Jaime J, Cecchetti, Luca, Cieslik, Edna C, Cole, Zachary J, Collignon, Olivier, Cox, Robert W, Cunningham, William A, Czoschke, Stefan, Dadi, Kamalaker, Davis, Charles P, Luca, Alberto De, Delgado, Mauricio R, Demetriou, Lysia, Dennison, Jeffrey B, Di, Xin, Dickie, Erin W, Dobryakova, Ekaterina, Donnat, Claire L, Dukart, Juergen, Duncan, Niall W, Durnez, Joke, Eed, Amr, Eickhoff, Simon B, Erhart, Andrew, Fontanesi, Laura, Fricke, G Matthew, Fu, Shiguang, Galván, Adriana, Gau, Remi, Genon, Sarah, Glatard, Tristan, Glerean, Enrico, Goeman, Jelle J, Golowin, Sergej AE, González-García, Carlos, Gorgolewski, Krzysztof J, Grady, Cheryl L, Green, Mikella A, Guassi Moreira, João F, Guest, Olivia, Hakimi, Shabnam, Hamilton, J Paul, Hancock, Roeland, Handjaras, Giacomo, Harry, Bronson B, Hawco, Colin, Herholz, Peer, Herman, Gabrielle, Heunis, Stephan, Hoffstaedter, Felix, Hogeveen, Jeremy, Holmes, Susan, Hu, Chuan-Peng, Huettel, Scott A, Hughes, Matthew E, Iacovella, Vittorio, Iordan, Alexandru D, Isager, Peder M, Isik, Ayse I, Jahn, Andrew, Johnson, Matthew R, Johnstone, Tom, Joseph, Michael JE, Juliano, Anthony C, Kable, Joseph W, Kassinopoulos, Michalis, Koba, Cemal, and Kong, Xiang-Zhen
Abstract: Data analysis workflows in many scientific domains have become increasingly complex and flexible. Here we assess the effect of this flexibility on the results of functional magnetic resonance imaging by asking 70 independent teams to analyse the same dataset, testing the same 9 ex-ante hypotheses1. The flexibility of analytical approaches is exemplified by the fact that no two teams chose identical workflows to analyse the data. This flexibility resulted in sizeable variation in the results of hypothesis tests, even for teams whose statistical maps were highly correlated at intermediate stages of the analysis pipeline. Variation in reported results was related to several aspects of analysis methodology. Notably, a meta-analytical approach that aggregated information across teams yielded a significant consensus in activated regions. Furthermore, prediction markets of researchers in the field revealed an overestimation of the likelihood of significant findings, even by researchers with direct knowledge of the dataset2-5. Our findings show that analytical flexibility can have substantial effects on scientific conclusions, and identify factors that may be related to variability in the analysis of functional magnetic resonance imaging. The results emphasize the importance of validating and sharing complex analysis workflows, and demonstrate the need for performing and reporting multiple analyses of the same data. Potential approaches that could be used to mitigate issues related to analytical variability are discussed.
Published: 2020

12. Variability in the analysis of a single neuroimaging dataset by many teams

Author: Botvinik-Nezer, Rotem, Holzmeister, Felix, Camerer, Colin F., Dreber, Anna, Huber, Juergen, Johannesson, Magnus, Kirchler, Michael, Iwanir, Roni, Mumford, Jeanette A., Adcock, R. Alison, Avesani, Paolo, Baczkowski, Blazej M., Bajracharya, Aahana, Bakst, Leah, Ball, Sheryl, Barilari, Marco, Bault, Nadege, Beaton, Derek, Beitner, Julia, Benoit, Roland G., Berkers, Ruud M. W. J., Bhanji, Jamil P., Biswal, Bharat B., Bobadilla-Suarez, Sebastian, Bortolini, Tiago, Bottenhorn, Katherine L., Bowring, Alexander, Braem, Senne, Brooks, Hayley R., Brudner, Emily G., Calderon, Cristian B., Camilleri, Julia A., Castrellon, Jaime J., Cecchetti, Luca, Cieslik, Edna C., Cole, Zachary J., Collignon, Olivier, Cox, Robert W., Cunningham, William A., Czoschke, Stefan, Dadi, Kamalaker, Davis, Charles P., Luca, Alberto De, Delgado, Mauricio R., Demetriou, Lysia, Dennison, Jeffrey B., Di, Xin, Dickie, Erin W., Dobryakova, Ekaterina, Donnat, Claire L., Dukart, Juergen, Duncan, Niall W., Durnez, Joke, Eed, Amr, Eickhoff, Simon B., Erhart, Andrew, Fontanesi, Laura, Fricke, G. Matthew, Fu, Shiguang, Galvan, Adriana, Gau, Remi, Genon, Sarah, Glatard, Tristan, Glerean, Enrico, Goeman, Jelle J., Golowin, Sergej A. E., Gonzalez-Garcia, Carlos, Gorgolewski, Krzysztof J., Grady, Cheryl L., Green, Mikella A., Guassi Moreira, Joao F., Guest, Olivia, Hakimi, Shabnam, Hamilton, J. Paul, Hancock, Roeland, Handjaras, Giacomo, Harry, Bronson B., Hawco, Colin, Herholz, Peer, Herman, Gabrielle, Heunis, Stephan, Hoffstaedter, Felix, Hogeveen, Jeremy, Holmes, Susan, Hu, Chuan-Peng, Huettel, Scott A., Hughes, Matthew E., Iacovella, Vittorio, Iordan, Alexandru D., Isager, Peder M., Isik, Ayse I., Jahn, Andrew, Johnson, Matthew R., Johnstone, Tom, Joseph, Michael J. E., Juliano, Anthony C., Kable, Joseph W., Kassinopoulos, Michalis, Koba, Cemal, Kong, Xiang-Zhen, Koscik, Timothy R., Kucukboyaci, Nuri Erkut, Kuhl, Brice A., Kupek, Sebastian, Laird, Angela R., Lamm, Claus, Langner, Robert, Lauharatanahirun, Nina, Lee, Hongmi, Lee, Sangil, Leemans, Alexander, Leo, Andrea, Lesage, Elise, Li, Flora, Li, Monica Y. C., Lim, Phui Cheng, Lintz, Evan N., Liphardt, Schuyler W., Losecaat Vermeer, Annabel B., Love, Bradley C., Mack, Michael L., Malpica, Norberto, Marins, Theo, Maumet, Camille, McDonald, Kelsey, McGuire, Joseph T., Melero, Helena, Mendez Leal, Adriana S., Meyer, Benjamin, Meyer, Kristin N., Mihai, Glad, Mitsis, Georgios D., Moll, Jorge, Nielson, Dylan M., Nilsonne, Gustav, Notter, Michael P., Olivetti, Emanuele, Onicas, Adrian I., Papale, Paolo, Patil, Kaustubh R., Peelle, Jonathan E., Perez, Alexandre, Pischedda, Doris, Poline, Jean-Baptiste, Prystauka, Yanina, Ray, Shruti, Reuter-Lorenz, Patricia A., Reynolds, Richard C., Ricciardi, Emiliano, Rieck, Jenny R., Rodriguez-Thompson, Anais M., Romyn, Anthony, Salo, Taylor, Samanez-Larkin, Gregory R., Sanz-Morales, Emilio, Schlichting, Margaret L., Schultz, Douglas H., Shen, Qiang, Sheridan, Margaret A., Silvers, Jennifer A., Skagerlund, Kenny, Smith, Alec, Smith, David V., Sokol-Hessner, Peter, Steinkamp, Simon R., Tashjian, Sarah M., Thirion, Bertrand, Thorp, John N., Tinghog, Gustav, Tisdall, Loreen, Tompson, Steven H., Toro-Serey, Claudio, Torre Tresols, Juan Jesus, Tozzi, Leonardo, Truong, Vuong, Turella, Luca, van 't Veer, Anna E., Verguts, Tom, Vettel, Jean M., Vijayarajah, Sagana, Vo, Khoi, Wall, Matthew B., Weeda, Wouter D., Weis, Susanne, White, David J., Wisniewski, David, Xifra-Porxas, Alba, Yearling, Emily A., Yoon, Sangsuk, Yuan, Rui, Yuen, Kenneth S. L., Zhang, Lei, Zhang, Xu, Zosky, Joshua E., Nichols, Thomas E., Poldrack, Russell A., Schonberg, Tom, Botvinik-Nezer, Rotem, Holzmeister, Felix, Camerer, Colin F., Dreber, Anna, Huber, Juergen, Johannesson, Magnus, Kirchler, Michael, Iwanir, Roni, Mumford, Jeanette A., Adcock, R. Alison, Avesani, Paolo, Baczkowski, Blazej M., Bajracharya, Aahana, Bakst, Leah, Ball, Sheryl, Barilari, Marco, Bault, Nadege, Beaton, Derek, Beitner, Julia, Benoit, Roland G., Berkers, Ruud M. W. J., Bhanji, Jamil P., Biswal, Bharat B., Bobadilla-Suarez, Sebastian, Bortolini, Tiago, Bottenhorn, Katherine L., Bowring, Alexander, Braem, Senne, Brooks, Hayley R., Brudner, Emily G., Calderon, Cristian B., Camilleri, Julia A., Castrellon, Jaime J., Cecchetti, Luca, Cieslik, Edna C., Cole, Zachary J., Collignon, Olivier, Cox, Robert W., Cunningham, William A., Czoschke, Stefan, Dadi, Kamalaker, Davis, Charles P., Luca, Alberto De, Delgado, Mauricio R., Demetriou, Lysia, Dennison, Jeffrey B., Di, Xin, Dickie, Erin W., Dobryakova, Ekaterina, Donnat, Claire L., Dukart, Juergen, Duncan, Niall W., Durnez, Joke, Eed, Amr, Eickhoff, Simon B., Erhart, Andrew, Fontanesi, Laura, Fricke, G. Matthew, Fu, Shiguang, Galvan, Adriana, Gau, Remi, Genon, Sarah, Glatard, Tristan, Glerean, Enrico, Goeman, Jelle J., Golowin, Sergej A. E., Gonzalez-Garcia, Carlos, Gorgolewski, Krzysztof J., Grady, Cheryl L., Green, Mikella A., Guassi Moreira, Joao F., Guest, Olivia, Hakimi, Shabnam, Hamilton, J. Paul, Hancock, Roeland, Handjaras, Giacomo, Harry, Bronson B., Hawco, Colin, Herholz, Peer, Herman, Gabrielle, Heunis, Stephan, Hoffstaedter, Felix, Hogeveen, Jeremy, Holmes, Susan, Hu, Chuan-Peng, Huettel, Scott A., Hughes, Matthew E., Iacovella, Vittorio, Iordan, Alexandru D., Isager, Peder M., Isik, Ayse I., Jahn, Andrew, Johnson, Matthew R., Johnstone, Tom, Joseph, Michael J. E., Juliano, Anthony C., Kable, Joseph W., Kassinopoulos, Michalis, Koba, Cemal, Kong, Xiang-Zhen, Koscik, Timothy R., Kucukboyaci, Nuri Erkut, Kuhl, Brice A., Kupek, Sebastian, Laird, Angela R., Lamm, Claus, Langner, Robert, Lauharatanahirun, Nina, Lee, Hongmi, Lee, Sangil, Leemans, Alexander, Leo, Andrea, Lesage, Elise, Li, Flora, Li, Monica Y. C., Lim, Phui Cheng, Lintz, Evan N., Liphardt, Schuyler W., Losecaat Vermeer, Annabel B., Love, Bradley C., Mack, Michael L., Malpica, Norberto, Marins, Theo, Maumet, Camille, McDonald, Kelsey, McGuire, Joseph T., Melero, Helena, Mendez Leal, Adriana S., Meyer, Benjamin, Meyer, Kristin N., Mihai, Glad, Mitsis, Georgios D., Moll, Jorge, Nielson, Dylan M., Nilsonne, Gustav, Notter, Michael P., Olivetti, Emanuele, Onicas, Adrian I., Papale, Paolo, Patil, Kaustubh R., Peelle, Jonathan E., Perez, Alexandre, Pischedda, Doris, Poline, Jean-Baptiste, Prystauka, Yanina, Ray, Shruti, Reuter-Lorenz, Patricia A., Reynolds, Richard C., Ricciardi, Emiliano, Rieck, Jenny R., Rodriguez-Thompson, Anais M., Romyn, Anthony, Salo, Taylor, Samanez-Larkin, Gregory R., Sanz-Morales, Emilio, Schlichting, Margaret L., Schultz, Douglas H., Shen, Qiang, Sheridan, Margaret A., Silvers, Jennifer A., Skagerlund, Kenny, Smith, Alec, Smith, David V., Sokol-Hessner, Peter, Steinkamp, Simon R., Tashjian, Sarah M., Thirion, Bertrand, Thorp, John N., Tinghog, Gustav, Tisdall, Loreen, Tompson, Steven H., Toro-Serey, Claudio, Torre Tresols, Juan Jesus, Tozzi, Leonardo, Truong, Vuong, Turella, Luca, van 't Veer, Anna E., Verguts, Tom, Vettel, Jean M., Vijayarajah, Sagana, Vo, Khoi, Wall, Matthew B., Weeda, Wouter D., Weis, Susanne, White, David J., Wisniewski, David, Xifra-Porxas, Alba, Yearling, Emily A., Yoon, Sangsuk, Yuan, Rui, Yuen, Kenneth S. L., Zhang, Lei, Zhang, Xu, Zosky, Joshua E., Nichols, Thomas E., Poldrack, Russell A., and Schonberg, Tom
Abstract: Data analysis workflows in many scientific domains have become increasingly complex and flexible. Here we assess the effect of this flexibility on the results of functional magnetic resonance imaging by asking 70 independent teams to analyse the same dataset, testing the same 9 ex-ante hypotheses(1). The flexibility of analytical approaches is exemplified by the fact that no two teams chose identical workflows to analyse the data. This flexibility resulted in sizeable variation in the results of hypothesis tests, even for teams whose statistical maps were highly correlated at intermediate stages of the analysis pipeline. Variation in reported results was related to several aspects of analysis methodology. Notably, a meta-analytical approach that aggregated information across teams yielded a significant consensus in activated regions. Furthermore, prediction markets of researchers in the field revealed an overestimation of the likelihood of significant findings, even by researchers with direct knowledge of the dataset(2-5). Our findings show that analytical flexibility can have substantial effects on scientific conclusions, and identify factors that may be related to variability in the analysis of functional magnetic resonance imaging. The results emphasize the importance of validating and sharing complex analysis workflows, and demonstrate the need for performing and reporting multiple analyses of the same data. Potential approaches that could be used to mitigate issues related to analytical variability are discussed. The results obtained by seventy different teams analysing the same functional magnetic resonance imaging dataset show substantial variation, highlighting the influence of analytical choices and the importance of sharing workflows publicly and performing multiple analyses.
Published: 2020
Full Text: View/download PDF

13. Variability in the analysis of a single neuroimaging dataset by many teams

Author: Botvinik-Nezer, Rotem, Holzmeister, Felix, Camerer, Colin F, Dreber, Anna, Huber, Juergen, Johannesson, Magnus, Kirchler, Michael, Iwanir, Roni, Mumford, Jeanette A, Adcock, R Alison, Avesani, Paolo, Baczkowski, Blazej M, Bajracharya, Aahana, Bakst, Leah, Ball, Sheryl, Barilari, Marco, Bault, Nadège, Beaton, Derek, Beitner, Julia, Benoit, Roland G, Berkers, Ruud M W J, Bhanji, Jamil P, Biswal, Bharat B, Bobadilla-Suarez, Sebastian, Bortolini, Tiago, Bottenhorn, Katherine L, Bowring, Alexander, Braem, Senne, Brooks, Hayley R, Brudner, Emily G, Calderon, Cristian B, Camilleri, Julia A, Castrellon, Jaime J, Cecchetti, Luca, Cieslik, Edna C, Cole, Zachary J, Collignon, Olivier, Cox, Robert W, Cunningham, William A, Czoschke, Stefan, Dadi, Kamalaker, Davis, Charles P, Luca, Alberto De, Delgado, Mauricio R, Demetriou, Lysia, Dennison, Jeffrey B, Di, Xin, Dickie, Erin W, Dobryakova, Ekaterina, Donnat, Claire L, Dukart, Juergen, Duncan, Niall W, Durnez, Joke, Eed, Amr, Eickhoff, Simon B, Erhart, Andrew, Fontanesi, Laura, Fricke, G Matthew, Fu, Shiguang, Galván, Adriana, Gau, Remi, Genon, Sarah, Glatard, Tristan, Glerean, Enrico, Goeman, Jelle J, Golowin, Sergej A E, González-García, Carlos, Gorgolewski, Krzysztof J, Grady, Cheryl L, Green, Mikella A, Guassi Moreira, João F, Guest, Olivia, Hakimi, Shabnam, Hamilton, J Paul, Hancock, Roeland, Handjaras, Giacomo, Harry, Bronson B, Hawco, Colin, Herholz, Peer, Herman, Gabrielle, Heunis, Stephan, Hoffstaedter, Felix, Hogeveen, Jeremy, Holmes, Susan, Hu, Chuan-Peng, Huettel, Scott A, Hughes, Matthew E, Iacovella, Vittorio, Iordan, Alexandru D, Isager, Peder M, Isik, Ayse I, Jahn, Andrew, Johnson, Matthew R, Johnstone, Tom, Joseph, Michael J E, Juliano, Anthony C, Kable, Joseph W, Kassinopoulos, Michalis, Koba, Cemal, Kong, Xiang-Zhen, Koscik, Timothy R, Kucukboyaci, Nuri Erkut, Kuhl, Brice A, Kupek, Sebastian, Laird, Angela R, Lamm, Claus, Langner, Robert, Lauharatanahirun, Nina, Lee, Hongmi, Lee, Sangil, Leemans, Alexander, Leo, Andrea, Lesage, Elise, Li, Flora, Li, Monica Y C, Lim, Phui Cheng, Lintz, Evan N, Liphardt, Schuyler W, Losecaat Vermeer, Annabel B, Love, Bradley C, Mack, Michael L, Malpica, Norberto, Marins, Theo, Maumet, Camille, McDonald, Kelsey, McGuire, Joseph T, Melero, Helena, Méndez Leal, Adriana S, Meyer, Benjamin, Meyer, Kristin N, Mihai, Glad, Mitsis, Georgios D, Moll, Jorge, Nielson, Dylan M, Nilsonne, Gustav, Notter, Michael P, Olivetti, Emanuele, Onicas, Adrian I, Papale, Paolo, Peelle, Jonathan E, Pérez, Alexandre, Pischedda, Doris, Poline, Jean-Baptiste, Prystauka, Yanina, Ray, Shruti, Reuter-Lorenz, Patricia A, Reynolds, Richard C, Ricciardi, Emiliano, Rieck, Jenny R, Rodriguez-Thompson, Anais M, Romyn, Anthony, Salo, Taylor, Samanez-Larkin, Gregory R, Sanz-Morales, Emilio, Schlichting, Margaret L, Schultz, Douglas H, Shen, Qiang, Sheridan, Margaret A, Silvers, Jennifer A, Skagerlund, Kenny, Smith, Alec, Smith, David V, Sokol-Hessner, Peter, Steinkamp, Simon R, Tashjian, Sarah M, Thirion, Bertrand, Thorp, John N, Tinghög, Gustav, Tisdall, Loreen, Tompson, Steven H, Toro-Serey, Claudio, Torre Tresols, Juan Jesus, Tozzi, Leonardo, Truong, Vuong, Turella, Luca, van 't Veer, Anna E, Verguts, Tom, Vettel, Jean M, Vijayarajah, Sagana, Vo, Khoi, Wall, Matthew B, Weeda, Wouter D, Weis, Susanne, White, David J, Wisniewski, David, Xifra-Porxas, Alba, Yearling, Emily A, Yoon, Sangsuk, Yuan, Rui, Yuen, Kenneth S L, Zhang, Lei, Zhang, Xu, Zosky, Joshua E, Nichols, Thomas E, Poldrack, Russell A, Schonberg, Tom, Botvinik-Nezer, Rotem, Holzmeister, Felix, Camerer, Colin F, Dreber, Anna, Huber, Juergen, Johannesson, Magnus, Kirchler, Michael, Iwanir, Roni, Mumford, Jeanette A, Adcock, R Alison, Avesani, Paolo, Baczkowski, Blazej M, Bajracharya, Aahana, Bakst, Leah, Ball, Sheryl, Barilari, Marco, Bault, Nadège, Beaton, Derek, Beitner, Julia, Benoit, Roland G, Berkers, Ruud M W J, Bhanji, Jamil P, Biswal, Bharat B, Bobadilla-Suarez, Sebastian, Bortolini, Tiago, Bottenhorn, Katherine L, Bowring, Alexander, Braem, Senne, Brooks, Hayley R, Brudner, Emily G, Calderon, Cristian B, Camilleri, Julia A, Castrellon, Jaime J, Cecchetti, Luca, Cieslik, Edna C, Cole, Zachary J, Collignon, Olivier, Cox, Robert W, Cunningham, William A, Czoschke, Stefan, Dadi, Kamalaker, Davis, Charles P, Luca, Alberto De, Delgado, Mauricio R, Demetriou, Lysia, Dennison, Jeffrey B, Di, Xin, Dickie, Erin W, Dobryakova, Ekaterina, Donnat, Claire L, Dukart, Juergen, Duncan, Niall W, Durnez, Joke, Eed, Amr, Eickhoff, Simon B, Erhart, Andrew, Fontanesi, Laura, Fricke, G Matthew, Fu, Shiguang, Galván, Adriana, Gau, Remi, Genon, Sarah, Glatard, Tristan, Glerean, Enrico, Goeman, Jelle J, Golowin, Sergej A E, González-García, Carlos, Gorgolewski, Krzysztof J, Grady, Cheryl L, Green, Mikella A, Guassi Moreira, João F, Guest, Olivia, Hakimi, Shabnam, Hamilton, J Paul, Hancock, Roeland, Handjaras, Giacomo, Harry, Bronson B, Hawco, Colin, Herholz, Peer, Herman, Gabrielle, Heunis, Stephan, Hoffstaedter, Felix, Hogeveen, Jeremy, Holmes, Susan, Hu, Chuan-Peng, Huettel, Scott A, Hughes, Matthew E, Iacovella, Vittorio, Iordan, Alexandru D, Isager, Peder M, Isik, Ayse I, Jahn, Andrew, Johnson, Matthew R, Johnstone, Tom, Joseph, Michael J E, Juliano, Anthony C, Kable, Joseph W, Kassinopoulos, Michalis, Koba, Cemal, Kong, Xiang-Zhen, Koscik, Timothy R, Kucukboyaci, Nuri Erkut, Kuhl, Brice A, Kupek, Sebastian, Laird, Angela R, Lamm, Claus, Langner, Robert, Lauharatanahirun, Nina, Lee, Hongmi, Lee, Sangil, Leemans, Alexander, Leo, Andrea, Lesage, Elise, Li, Flora, Li, Monica Y C, Lim, Phui Cheng, Lintz, Evan N, Liphardt, Schuyler W, Losecaat Vermeer, Annabel B, Love, Bradley C, Mack, Michael L, Malpica, Norberto, Marins, Theo, Maumet, Camille, McDonald, Kelsey, McGuire, Joseph T, Melero, Helena, Méndez Leal, Adriana S, Meyer, Benjamin, Meyer, Kristin N, Mihai, Glad, Mitsis, Georgios D, Moll, Jorge, Nielson, Dylan M, Nilsonne, Gustav, Notter, Michael P, Olivetti, Emanuele, Onicas, Adrian I, Papale, Paolo, Peelle, Jonathan E, Pérez, Alexandre, Pischedda, Doris, Poline, Jean-Baptiste, Prystauka, Yanina, Ray, Shruti, Reuter-Lorenz, Patricia A, Reynolds, Richard C, Ricciardi, Emiliano, Rieck, Jenny R, Rodriguez-Thompson, Anais M, Romyn, Anthony, Salo, Taylor, Samanez-Larkin, Gregory R, Sanz-Morales, Emilio, Schlichting, Margaret L, Schultz, Douglas H, Shen, Qiang, Sheridan, Margaret A, Silvers, Jennifer A, Skagerlund, Kenny, Smith, Alec, Smith, David V, Sokol-Hessner, Peter, Steinkamp, Simon R, Tashjian, Sarah M, Thirion, Bertrand, Thorp, John N, Tinghög, Gustav, Tisdall, Loreen, Tompson, Steven H, Toro-Serey, Claudio, Torre Tresols, Juan Jesus, Tozzi, Leonardo, Truong, Vuong, Turella, Luca, van 't Veer, Anna E, Verguts, Tom, Vettel, Jean M, Vijayarajah, Sagana, Vo, Khoi, Wall, Matthew B, Weeda, Wouter D, Weis, Susanne, White, David J, Wisniewski, David, Xifra-Porxas, Alba, Yearling, Emily A, Yoon, Sangsuk, Yuan, Rui, Yuen, Kenneth S L, Zhang, Lei, Zhang, Xu, Zosky, Joshua E, Nichols, Thomas E, Poldrack, Russell A, and Schonberg, Tom
Abstract: Data analysis workflows in many scientific domains have become increasingly complex and flexible. Here we assess the effect of this flexibility on the results of functional magnetic resonance imaging by asking 70 independent teams to analyse the same dataset, testing the same 9 ex-ante hypotheses1. The flexibility of analytical approaches is exemplified by the fact that no two teams chose identical workflows to analyse the data. This flexibility resulted in sizeable variation in the results of hypothesis tests, even for teams whose statistical maps were highly correlated at intermediate stages of the analysis pipeline. Variation in reported results was related to several aspects of analysis methodology. Notably, a meta-analytical approach that aggregated information across teams yielded a significant consensus in activated regions. Furthermore, prediction markets of researchers in the field revealed an overestimation of the likelihood of significant findings, even by researchers with direct knowledge of the dataset2-5. Our findings show that analytical flexibility can have substantial effects on scientific conclusions, and identify factors that may be related to variability in the analysis of functional magnetic resonance imaging. The results emphasize the importance of validating and sharing complex analysis workflows, and demonstrate the need for performing and reporting multiple analyses of the same data. Potential approaches that could be used to mitigate issues related to analytical variability are discussed.
Published: 2020

14. Variability in the analysis of a single neuroimaging dataset by many teams.

Author: Botvinik-Nezer, Rotem, Botvinik-Nezer, Rotem, Holzmeister, Felix, Camerer, Colin F, Dreber, Anna, Huber, Juergen, Johannesson, Magnus, Kirchler, Michael, Iwanir, Roni, Mumford, Jeanette A, Adcock, R Alison, Avesani, Paolo, Baczkowski, Blazej M, Bajracharya, Aahana, Bakst, Leah, Ball, Sheryl, Barilari, Marco, Bault, Nadège, Beaton, Derek, Beitner, Julia, Benoit, Roland G, Berkers, Ruud MWJ, Bhanji, Jamil P, Biswal, Bharat B, Bobadilla-Suarez, Sebastian, Bortolini, Tiago, Bottenhorn, Katherine L, Bowring, Alexander, Braem, Senne, Brooks, Hayley R, Brudner, Emily G, Calderon, Cristian B, Camilleri, Julia A, Castrellon, Jaime J, Cecchetti, Luca, Cieslik, Edna C, Cole, Zachary J, Collignon, Olivier, Cox, Robert W, Cunningham, William A, Czoschke, Stefan, Dadi, Kamalaker, Davis, Charles P, Luca, Alberto De, Delgado, Mauricio R, Demetriou, Lysia, Dennison, Jeffrey B, Di, Xin, Dickie, Erin W, Dobryakova, Ekaterina, Donnat, Claire L, Dukart, Juergen, Duncan, Niall W, Durnez, Joke, Eed, Amr, Eickhoff, Simon B, Erhart, Andrew, Fontanesi, Laura, Fricke, G Matthew, Fu, Shiguang, Galván, Adriana, Gau, Remi, Genon, Sarah, Glatard, Tristan, Glerean, Enrico, Goeman, Jelle J, Golowin, Sergej AE, González-García, Carlos, Gorgolewski, Krzysztof J, Grady, Cheryl L, Green, Mikella A, Guassi Moreira, João F, Guest, Olivia, Hakimi, Shabnam, Hamilton, J Paul, Hancock, Roeland, Handjaras, Giacomo, Harry, Bronson B, Hawco, Colin, Herholz, Peer, Herman, Gabrielle, Heunis, Stephan, Hoffstaedter, Felix, Hogeveen, Jeremy, Holmes, Susan, Hu, Chuan-Peng, Huettel, Scott A, Hughes, Matthew E, Iacovella, Vittorio, Iordan, Alexandru D, Isager, Peder M, Isik, Ayse I, Jahn, Andrew, Johnson, Matthew R, Johnstone, Tom, Joseph, Michael JE, Juliano, Anthony C, Kable, Joseph W, Kassinopoulos, Michalis, Koba, Cemal, Kong, Xiang-Zhen, Botvinik-Nezer, Rotem, Botvinik-Nezer, Rotem, Holzmeister, Felix, Camerer, Colin F, Dreber, Anna, Huber, Juergen, Johannesson, Magnus, Kirchler, Michael, Iwanir, Roni, Mumford, Jeanette A, Adcock, R Alison, Avesani, Paolo, Baczkowski, Blazej M, Bajracharya, Aahana, Bakst, Leah, Ball, Sheryl, Barilari, Marco, Bault, Nadège, Beaton, Derek, Beitner, Julia, Benoit, Roland G, Berkers, Ruud MWJ, Bhanji, Jamil P, Biswal, Bharat B, Bobadilla-Suarez, Sebastian, Bortolini, Tiago, Bottenhorn, Katherine L, Bowring, Alexander, Braem, Senne, Brooks, Hayley R, Brudner, Emily G, Calderon, Cristian B, Camilleri, Julia A, Castrellon, Jaime J, Cecchetti, Luca, Cieslik, Edna C, Cole, Zachary J, Collignon, Olivier, Cox, Robert W, Cunningham, William A, Czoschke, Stefan, Dadi, Kamalaker, Davis, Charles P, Luca, Alberto De, Delgado, Mauricio R, Demetriou, Lysia, Dennison, Jeffrey B, Di, Xin, Dickie, Erin W, Dobryakova, Ekaterina, Donnat, Claire L, Dukart, Juergen, Duncan, Niall W, Durnez, Joke, Eed, Amr, Eickhoff, Simon B, Erhart, Andrew, Fontanesi, Laura, Fricke, G Matthew, Fu, Shiguang, Galván, Adriana, Gau, Remi, Genon, Sarah, Glatard, Tristan, Glerean, Enrico, Goeman, Jelle J, Golowin, Sergej AE, González-García, Carlos, Gorgolewski, Krzysztof J, Grady, Cheryl L, Green, Mikella A, Guassi Moreira, João F, Guest, Olivia, Hakimi, Shabnam, Hamilton, J Paul, Hancock, Roeland, Handjaras, Giacomo, Harry, Bronson B, Hawco, Colin, Herholz, Peer, Herman, Gabrielle, Heunis, Stephan, Hoffstaedter, Felix, Hogeveen, Jeremy, Holmes, Susan, Hu, Chuan-Peng, Huettel, Scott A, Hughes, Matthew E, Iacovella, Vittorio, Iordan, Alexandru D, Isager, Peder M, Isik, Ayse I, Jahn, Andrew, Johnson, Matthew R, Johnstone, Tom, Joseph, Michael JE, Juliano, Anthony C, Kable, Joseph W, Kassinopoulos, Michalis, Koba, Cemal, and Kong, Xiang-Zhen
Abstract: Data analysis workflows in many scientific domains have become increasingly complex and flexible. Here we assess the effect of this flexibility on the results of functional magnetic resonance imaging by asking 70 independent teams to analyse the same dataset, testing the same 9 ex-ante hypotheses1. The flexibility of analytical approaches is exemplified by the fact that no two teams chose identical workflows to analyse the data. This flexibility resulted in sizeable variation in the results of hypothesis tests, even for teams whose statistical maps were highly correlated at intermediate stages of the analysis pipeline. Variation in reported results was related to several aspects of analysis methodology. Notably, a meta-analytical approach that aggregated information across teams yielded a significant consensus in activated regions. Furthermore, prediction markets of researchers in the field revealed an overestimation of the likelihood of significant findings, even by researchers with direct knowledge of the dataset2-5. Our findings show that analytical flexibility can have substantial effects on scientific conclusions, and identify factors that may be related to variability in the analysis of functional magnetic resonance imaging. The results emphasize the importance of validating and sharing complex analysis workflows, and demonstrate the need for performing and reporting multiple analyses of the same data. Potential approaches that could be used to mitigate issues related to analytical variability are discussed.
Published: 2020

15. Variability in the analysis of a single neuroimaging dataset by many teams

Author: Botvinik-Nezer, Rotem, Holzmeister, Felix, Camerer, Colin F, Dreber, Anna, Huber, Juergen, Johannesson, Magnus, Kirchler, Michael, Iwanir, Roni, Mumford, Jeanette A, Adcock, R Alison, Avesani, Paolo, Baczkowski, Blazej M, Bajracharya, Aahana, Bakst, Leah, Ball, Sheryl, Barilari, Marco, Bault, Nadège, Beaton, Derek, Beitner, Julia, Benoit, Roland G, Berkers, Ruud M W J, Bhanji, Jamil P, Biswal, Bharat B, Bobadilla-Suarez, Sebastian, Bortolini, Tiago, Bottenhorn, Katherine L, Bowring, Alexander, Braem, Senne, Brooks, Hayley R, Brudner, Emily G, Calderon, Cristian B, Camilleri, Julia A, Castrellon, Jaime J, Cecchetti, Luca, Cieslik, Edna C, Cole, Zachary J, Collignon, Olivier, Cox, Robert W, Cunningham, William A, Czoschke, Stefan, Dadi, Kamalaker, Davis, Charles P, Luca, Alberto De, Delgado, Mauricio R, Demetriou, Lysia, Dennison, Jeffrey B, Di, Xin, Dickie, Erin W, Dobryakova, Ekaterina, Donnat, Claire L, Dukart, Juergen, Duncan, Niall W, Durnez, Joke, Eed, Amr, Eickhoff, Simon B, Erhart, Andrew, Fontanesi, Laura, Fricke, G Matthew, Fu, Shiguang, Galván, Adriana, Gau, Remi, Genon, Sarah, Glatard, Tristan, Glerean, Enrico, Goeman, Jelle J, Golowin, Sergej A E, González-García, Carlos, Gorgolewski, Krzysztof J, Grady, Cheryl L, Green, Mikella A, Guassi Moreira, João F, Guest, Olivia, Hakimi, Shabnam, Hamilton, J Paul, Hancock, Roeland, Handjaras, Giacomo, Harry, Bronson B, Hawco, Colin, Herholz, Peer, Herman, Gabrielle, Heunis, Stephan, Hoffstaedter, Felix, Hogeveen, Jeremy, Holmes, Susan, Hu, Chuan-Peng, Huettel, Scott A, Hughes, Matthew E, Iacovella, Vittorio, Iordan, Alexandru D, Isager, Peder M, Isik, Ayse I, Jahn, Andrew, Johnson, Matthew R, Johnstone, Tom, Joseph, Michael J E, Juliano, Anthony C, Kable, Joseph W, Kassinopoulos, Michalis, Koba, Cemal, Kong, Xiang-Zhen, Koscik, Timothy R, Kucukboyaci, Nuri Erkut, Kuhl, Brice A, Kupek, Sebastian, Laird, Angela R, Lamm, Claus, Langner, Robert, Lauharatanahirun, Nina, Lee, Hongmi, Lee, Sangil, Leemans, Alexander, Leo, Andrea, Lesage, Elise, Li, Flora, Li, Monica Y C, Lim, Phui Cheng, Lintz, Evan N, Liphardt, Schuyler W, Losecaat Vermeer, Annabel B, Love, Bradley C, Mack, Michael L, Malpica, Norberto, Marins, Theo, Maumet, Camille, McDonald, Kelsey, McGuire, Joseph T, Melero, Helena, Méndez Leal, Adriana S, Meyer, Benjamin, Meyer, Kristin N, Mihai, Glad, Mitsis, Georgios D, Moll, Jorge, Nielson, Dylan M, Nilsonne, Gustav, Notter, Michael P, Olivetti, Emanuele, Onicas, Adrian I, Papale, Paolo, Peelle, Jonathan E, Pérez, Alexandre, Pischedda, Doris, Poline, Jean-Baptiste, Prystauka, Yanina, Ray, Shruti, Reuter-Lorenz, Patricia A, Reynolds, Richard C, Ricciardi, Emiliano, Rieck, Jenny R, Rodriguez-Thompson, Anais M, Romyn, Anthony, Salo, Taylor, Samanez-Larkin, Gregory R, Sanz-Morales, Emilio, Schlichting, Margaret L, Schultz, Douglas H, Shen, Qiang, Sheridan, Margaret A, Silvers, Jennifer A, Skagerlund, Kenny, Smith, Alec, Smith, David V, Sokol-Hessner, Peter, Steinkamp, Simon R, Tashjian, Sarah M, Thirion, Bertrand, Thorp, John N, Tinghög, Gustav, Tisdall, Loreen, Tompson, Steven H, Toro-Serey, Claudio, Torre Tresols, Juan Jesus, Tozzi, Leonardo, Truong, Vuong, Turella, Luca, van 't Veer, Anna E, Verguts, Tom, Vettel, Jean M, Vijayarajah, Sagana, Vo, Khoi, Wall, Matthew B, Weeda, Wouter D, Weis, Susanne, White, David J, Wisniewski, David, Xifra-Porxas, Alba, Yearling, Emily A, Yoon, Sangsuk, Yuan, Rui, Yuen, Kenneth S L, Zhang, Lei, Zhang, Xu, Zosky, Joshua E, Nichols, Thomas E, Poldrack, Russell A, Schonberg, Tom, Botvinik-Nezer, Rotem, Holzmeister, Felix, Camerer, Colin F, Dreber, Anna, Huber, Juergen, Johannesson, Magnus, Kirchler, Michael, Iwanir, Roni, Mumford, Jeanette A, Adcock, R Alison, Avesani, Paolo, Baczkowski, Blazej M, Bajracharya, Aahana, Bakst, Leah, Ball, Sheryl, Barilari, Marco, Bault, Nadège, Beaton, Derek, Beitner, Julia, Benoit, Roland G, Berkers, Ruud M W J, Bhanji, Jamil P, Biswal, Bharat B, Bobadilla-Suarez, Sebastian, Bortolini, Tiago, Bottenhorn, Katherine L, Bowring, Alexander, Braem, Senne, Brooks, Hayley R, Brudner, Emily G, Calderon, Cristian B, Camilleri, Julia A, Castrellon, Jaime J, Cecchetti, Luca, Cieslik, Edna C, Cole, Zachary J, Collignon, Olivier, Cox, Robert W, Cunningham, William A, Czoschke, Stefan, Dadi, Kamalaker, Davis, Charles P, Luca, Alberto De, Delgado, Mauricio R, Demetriou, Lysia, Dennison, Jeffrey B, Di, Xin, Dickie, Erin W, Dobryakova, Ekaterina, Donnat, Claire L, Dukart, Juergen, Duncan, Niall W, Durnez, Joke, Eed, Amr, Eickhoff, Simon B, Erhart, Andrew, Fontanesi, Laura, Fricke, G Matthew, Fu, Shiguang, Galván, Adriana, Gau, Remi, Genon, Sarah, Glatard, Tristan, Glerean, Enrico, Goeman, Jelle J, Golowin, Sergej A E, González-García, Carlos, Gorgolewski, Krzysztof J, Grady, Cheryl L, Green, Mikella A, Guassi Moreira, João F, Guest, Olivia, Hakimi, Shabnam, Hamilton, J Paul, Hancock, Roeland, Handjaras, Giacomo, Harry, Bronson B, Hawco, Colin, Herholz, Peer, Herman, Gabrielle, Heunis, Stephan, Hoffstaedter, Felix, Hogeveen, Jeremy, Holmes, Susan, Hu, Chuan-Peng, Huettel, Scott A, Hughes, Matthew E, Iacovella, Vittorio, Iordan, Alexandru D, Isager, Peder M, Isik, Ayse I, Jahn, Andrew, Johnson, Matthew R, Johnstone, Tom, Joseph, Michael J E, Juliano, Anthony C, Kable, Joseph W, Kassinopoulos, Michalis, Koba, Cemal, Kong, Xiang-Zhen, Koscik, Timothy R, Kucukboyaci, Nuri Erkut, Kuhl, Brice A, Kupek, Sebastian, Laird, Angela R, Lamm, Claus, Langner, Robert, Lauharatanahirun, Nina, Lee, Hongmi, Lee, Sangil, Leemans, Alexander, Leo, Andrea, Lesage, Elise, Li, Flora, Li, Monica Y C, Lim, Phui Cheng, Lintz, Evan N, Liphardt, Schuyler W, Losecaat Vermeer, Annabel B, Love, Bradley C, Mack, Michael L, Malpica, Norberto, Marins, Theo, Maumet, Camille, McDonald, Kelsey, McGuire, Joseph T, Melero, Helena, Méndez Leal, Adriana S, Meyer, Benjamin, Meyer, Kristin N, Mihai, Glad, Mitsis, Georgios D, Moll, Jorge, Nielson, Dylan M, Nilsonne, Gustav, Notter, Michael P, Olivetti, Emanuele, Onicas, Adrian I, Papale, Paolo, Peelle, Jonathan E, Pérez, Alexandre, Pischedda, Doris, Poline, Jean-Baptiste, Prystauka, Yanina, Ray, Shruti, Reuter-Lorenz, Patricia A, Reynolds, Richard C, Ricciardi, Emiliano, Rieck, Jenny R, Rodriguez-Thompson, Anais M, Romyn, Anthony, Salo, Taylor, Samanez-Larkin, Gregory R, Sanz-Morales, Emilio, Schlichting, Margaret L, Schultz, Douglas H, Shen, Qiang, Sheridan, Margaret A, Silvers, Jennifer A, Skagerlund, Kenny, Smith, Alec, Smith, David V, Sokol-Hessner, Peter, Steinkamp, Simon R, Tashjian, Sarah M, Thirion, Bertrand, Thorp, John N, Tinghög, Gustav, Tisdall, Loreen, Tompson, Steven H, Toro-Serey, Claudio, Torre Tresols, Juan Jesus, Tozzi, Leonardo, Truong, Vuong, Turella, Luca, van 't Veer, Anna E, Verguts, Tom, Vettel, Jean M, Vijayarajah, Sagana, Vo, Khoi, Wall, Matthew B, Weeda, Wouter D, Weis, Susanne, White, David J, Wisniewski, David, Xifra-Porxas, Alba, Yearling, Emily A, Yoon, Sangsuk, Yuan, Rui, Yuen, Kenneth S L, Zhang, Lei, Zhang, Xu, Zosky, Joshua E, Nichols, Thomas E, Poldrack, Russell A, and Schonberg, Tom
Abstract: Data analysis workflows in many scientific domains have become increasingly complex and flexible. Here we assess the effect of this flexibility on the results of functional magnetic resonance imaging by asking 70 independent teams to analyse the same dataset, testing the same 9 ex-ante hypotheses1. The flexibility of analytical approaches is exemplified by the fact that no two teams chose identical workflows to analyse the data. This flexibility resulted in sizeable variation in the results of hypothesis tests, even for teams whose statistical maps were highly correlated at intermediate stages of the analysis pipeline. Variation in reported results was related to several aspects of analysis methodology. Notably, a meta-analytical approach that aggregated information across teams yielded a significant consensus in activated regions. Furthermore, prediction markets of researchers in the field revealed an overestimation of the likelihood of significant findings, even by researchers with direct knowledge of the dataset2-5. Our findings show that analytical flexibility can have substantial effects on scientific conclusions, and identify factors that may be related to variability in the analysis of functional magnetic resonance imaging. The results emphasize the importance of validating and sharing complex analysis workflows, and demonstrate the need for performing and reporting multiple analyses of the same data. Potential approaches that could be used to mitigate issues related to analytical variability are discussed.
Published: 2020

16. Variability in the analysis of a single neuroimaging dataset by many teams

Author: Botvinik-Nezer, Rotem, Holzmeister, Felix, Camerer, Colin F., Dreber, Anna, Huber, Juergen, Johannesson, Magnus, Kirchler, Michael, Iwanir, Roni, Mumford, Jeanette A., Adcock, R. Alison, Avesani, Paolo, Baczkowski, Blazej M., Bajracharya, Aahana, Bakst, Leah, Ball, Sheryl, Barilari, Marco, Bault, Nadege, Beaton, Derek, Beitner, Julia, Benoit, Roland G., Berkers, Ruud M. W. J., Bhanji, Jamil P., Biswal, Bharat B., Bobadilla-Suarez, Sebastian, Bortolini, Tiago, Bottenhorn, Katherine L., Bowring, Alexander, Braem, Senne, Brooks, Hayley R., Brudner, Emily G., Calderon, Cristian B., Camilleri, Julia A., Castrellon, Jaime J., Cecchetti, Luca, Cieslik, Edna C., Cole, Zachary J., Collignon, Olivier, Cox, Robert W., Cunningham, William A., Czoschke, Stefan, Dadi, Kamalaker, Davis, Charles P., Luca, Alberto De, Delgado, Mauricio R., Demetriou, Lysia, Dennison, Jeffrey B., Di, Xin, Dickie, Erin W., Dobryakova, Ekaterina, Donnat, Claire L., Dukart, Juergen, Duncan, Niall W., Durnez, Joke, Eed, Amr, Eickhoff, Simon B., Erhart, Andrew, Fontanesi, Laura, Fricke, G. Matthew, Fu, Shiguang, Galvan, Adriana, Gau, Remi, Genon, Sarah, Glatard, Tristan, Glerean, Enrico, Goeman, Jelle J., Golowin, Sergej A. E., Gonzalez-Garcia, Carlos, Gorgolewski, Krzysztof J., Grady, Cheryl L., Green, Mikella A., Guassi Moreira, Joao F., Guest, Olivia, Hakimi, Shabnam, Hamilton, Paul J., Hancock, Roeland, Handjaras, Giacomo, Harry, Bronson B., Hawco, Colin, Herholz, Peer, Herman, Gabrielle, Heunis, Stephan, Hoffstaedter, Felix, Hogeveen, Jeremy, Holmes, Susan, Hu, Chuan-Peng, Huettel, Scott A., Hughes, Matthew E., Iacovella, Vittorio, Iordan, Alexandru D., Isager, Peder M., Isik, Ayse I., Jahn, Andrew, Johnson, Matthew R., Johnstone, Tom, Joseph, Michael J. E., Juliano, Anthony C., Kable, Joseph W., Kassinopoulos, Michalis, Koba, Cemal, Kong, Xiang-Zhen, Koscik, Timothy R., Kucukboyaci, Nuri Erkut, Kuhl, Brice A., Kupek, Sebastian, Laird, Angela R., Lamm, Claus, Langner, Robert, Lauharatanahirun, Nina, Lee, Hongmi, Lee, Sangil, Leemans, Alexander, Leo, Andrea, Lesage, Elise, Li, Flora, Li, Monica Y. C., Lim, Phui Cheng, Lintz, Evan N., Liphardt, Schuyler W., Losecaat Vermeer, Annabel B., Love, Bradley C., Mack, Michael L., Malpica, Norberto, Marins, Theo, Maumet, Camille, McDonald, Kelsey, McGuire, Joseph T., Melero, Helena, Mendez Leal, Adriana S., Meyer, Benjamin, Meyer, Kristin N., Mihai, Glad, Mitsis, Georgios D., Moll, Jorge, Nielson, Dylan M., Nilsonne, Gustav, Notter, Michael P., Olivetti, Emanuele, Onicas, Adrian I., Papale, Paolo, Patil, Kaustubh R., Peelle, Jonathan E., Perez, Alexandre, Pischedda, Doris, Poline, Jean-Baptiste, Prystauka, Yanina, Ray, Shruti, Reuter-Lorenz, Patricia A., Reynolds, Richard C., Ricciardi, Emiliano, Rieck, Jenny R., Rodriguez-Thompson, Anais M., Romyn, Anthony, Salo, Taylor, Samanez-Larkin, Gregory R., Sanz-Morales, Emilio, Schlichting, Margaret L., Schultz, Douglas H., Shen, Qiang, Sheridan, Margaret A., Silvers, Jennifer A., Skagerlund, Kenny, Smith, Alec, Smith, David V., Sokol-Hessner, Peter, Steinkamp, Simon R., Tashjian, Sarah M., Thirion, Bertrand, Thorp, John N., Tinghög, Gustav, Tisdall, Loreen, Tompson, Steven H., Toro-Serey, Claudio, Torre Tresols, Juan Jesus, Tozzi, Leonardo, Truong, Vuong, Turella, Luca, van t Veer, Anna E., Verguts, Tom, Vettel, Jean M., Vijayarajah, Sagana, Vo, Khoi, Wall, Matthew B., Weeda, Wouter D., Weis, Susanne, White, David J., Wisniewski, David, Xifra-Porxas, Alba, Yearling, Emily A., Yoon, Sangsuk, Yuan, Rui, Yuen, Kenneth S. L., Zhang, Lei, Zhang, Xu, Zosky, Joshua E., Nichols, Thomas E., Poldrack, Russell A., Schonberg, Tom, Botvinik-Nezer, Rotem, Holzmeister, Felix, Camerer, Colin F., Dreber, Anna, Huber, Juergen, Johannesson, Magnus, Kirchler, Michael, Iwanir, Roni, Mumford, Jeanette A., Adcock, R. Alison, Avesani, Paolo, Baczkowski, Blazej M., Bajracharya, Aahana, Bakst, Leah, Ball, Sheryl, Barilari, Marco, Bault, Nadege, Beaton, Derek, Beitner, Julia, Benoit, Roland G., Berkers, Ruud M. W. J., Bhanji, Jamil P., Biswal, Bharat B., Bobadilla-Suarez, Sebastian, Bortolini, Tiago, Bottenhorn, Katherine L., Bowring, Alexander, Braem, Senne, Brooks, Hayley R., Brudner, Emily G., Calderon, Cristian B., Camilleri, Julia A., Castrellon, Jaime J., Cecchetti, Luca, Cieslik, Edna C., Cole, Zachary J., Collignon, Olivier, Cox, Robert W., Cunningham, William A., Czoschke, Stefan, Dadi, Kamalaker, Davis, Charles P., Luca, Alberto De, Delgado, Mauricio R., Demetriou, Lysia, Dennison, Jeffrey B., Di, Xin, Dickie, Erin W., Dobryakova, Ekaterina, Donnat, Claire L., Dukart, Juergen, Duncan, Niall W., Durnez, Joke, Eed, Amr, Eickhoff, Simon B., Erhart, Andrew, Fontanesi, Laura, Fricke, G. Matthew, Fu, Shiguang, Galvan, Adriana, Gau, Remi, Genon, Sarah, Glatard, Tristan, Glerean, Enrico, Goeman, Jelle J., Golowin, Sergej A. E., Gonzalez-Garcia, Carlos, Gorgolewski, Krzysztof J., Grady, Cheryl L., Green, Mikella A., Guassi Moreira, Joao F., Guest, Olivia, Hakimi, Shabnam, Hamilton, Paul J., Hancock, Roeland, Handjaras, Giacomo, Harry, Bronson B., Hawco, Colin, Herholz, Peer, Herman, Gabrielle, Heunis, Stephan, Hoffstaedter, Felix, Hogeveen, Jeremy, Holmes, Susan, Hu, Chuan-Peng, Huettel, Scott A., Hughes, Matthew E., Iacovella, Vittorio, Iordan, Alexandru D., Isager, Peder M., Isik, Ayse I., Jahn, Andrew, Johnson, Matthew R., Johnstone, Tom, Joseph, Michael J. E., Juliano, Anthony C., Kable, Joseph W., Kassinopoulos, Michalis, Koba, Cemal, Kong, Xiang-Zhen, Koscik, Timothy R., Kucukboyaci, Nuri Erkut, Kuhl, Brice A., Kupek, Sebastian, Laird, Angela R., Lamm, Claus, Langner, Robert, Lauharatanahirun, Nina, Lee, Hongmi, Lee, Sangil, Leemans, Alexander, Leo, Andrea, Lesage, Elise, Li, Flora, Li, Monica Y. C., Lim, Phui Cheng, Lintz, Evan N., Liphardt, Schuyler W., Losecaat Vermeer, Annabel B., Love, Bradley C., Mack, Michael L., Malpica, Norberto, Marins, Theo, Maumet, Camille, McDonald, Kelsey, McGuire, Joseph T., Melero, Helena, Mendez Leal, Adriana S., Meyer, Benjamin, Meyer, Kristin N., Mihai, Glad, Mitsis, Georgios D., Moll, Jorge, Nielson, Dylan M., Nilsonne, Gustav, Notter, Michael P., Olivetti, Emanuele, Onicas, Adrian I., Papale, Paolo, Patil, Kaustubh R., Peelle, Jonathan E., Perez, Alexandre, Pischedda, Doris, Poline, Jean-Baptiste, Prystauka, Yanina, Ray, Shruti, Reuter-Lorenz, Patricia A., Reynolds, Richard C., Ricciardi, Emiliano, Rieck, Jenny R., Rodriguez-Thompson, Anais M., Romyn, Anthony, Salo, Taylor, Samanez-Larkin, Gregory R., Sanz-Morales, Emilio, Schlichting, Margaret L., Schultz, Douglas H., Shen, Qiang, Sheridan, Margaret A., Silvers, Jennifer A., Skagerlund, Kenny, Smith, Alec, Smith, David V., Sokol-Hessner, Peter, Steinkamp, Simon R., Tashjian, Sarah M., Thirion, Bertrand, Thorp, John N., Tinghög, Gustav, Tisdall, Loreen, Tompson, Steven H., Toro-Serey, Claudio, Torre Tresols, Juan Jesus, Tozzi, Leonardo, Truong, Vuong, Turella, Luca, van t Veer, Anna E., Verguts, Tom, Vettel, Jean M., Vijayarajah, Sagana, Vo, Khoi, Wall, Matthew B., Weeda, Wouter D., Weis, Susanne, White, David J., Wisniewski, David, Xifra-Porxas, Alba, Yearling, Emily A., Yoon, Sangsuk, Yuan, Rui, Yuen, Kenneth S. L., Zhang, Lei, Zhang, Xu, Zosky, Joshua E., Nichols, Thomas E., Poldrack, Russell A., and Schonberg, Tom
Abstract: Data analysis workflows in many scientific domains have become increasingly complex and flexible. Here we assess the effect of this flexibility on the results of functional magnetic resonance imaging by asking 70 independent teams to analyse the same dataset, testing the same 9 ex-ante hypotheses(1). The flexibility of analytical approaches is exemplified by the fact that no two teams chose identical workflows to analyse the data. This flexibility resulted in sizeable variation in the results of hypothesis tests, even for teams whose statistical maps were highly correlated at intermediate stages of the analysis pipeline. Variation in reported results was related to several aspects of analysis methodology. Notably, a meta-analytical approach that aggregated information across teams yielded a significant consensus in activated regions. Furthermore, prediction markets of researchers in the field revealed an overestimation of the likelihood of significant findings, even by researchers with direct knowledge of the dataset(2-5). Our findings show that analytical flexibility can have substantial effects on scientific conclusions, and identify factors that may be related to variability in the analysis of functional magnetic resonance imaging. The results emphasize the importance of validating and sharing complex analysis workflows, and demonstrate the need for performing and reporting multiple analyses of the same data. Potential approaches that could be used to mitigate issues related to analytical variability are discussed. The results obtained by seventy different teams analysing the same functional magnetic resonance imaging dataset show substantial variation, highlighting the influence of analytical choices and the importance of sharing workflows publicly and performing multiple analyses., Funding Agencies|Austrian Science FundAustrian Science Fund (FWF) [P29362-G27]; Israel Science FoundationIsrael Science Foundation [ISF 2004/15]; Swedish Foundation for Humanities and Social Sciences [NHS14-1719:1]; National Institutes of Health (NIH)United States Department of Health & Human ServicesNational Institutes of Health (NIH) - USA [R24MH117179]; Austrian Science Fund (FWF)Austrian Science Fund (FWF) [SFB F63, P 32686]; Research Foundation Flanders (FWO)FWO; European UnionEuropean Union (EU) [665501]; University of Basel Research Fund; Research Foundation FlandersFWO [12T2517N]; Marie Skodowska-Curie Actions under COFUND [665501]; Obra Social La CaixaLa Caixa Foundation; Vienna Science and Technology Fund [WWTF VRG13-007]; National Natural Science Foundation of ChinaNational Natural Science Foundation of China [71801110, 71971199, 71602175, 71942004]; MOE (Ministry of Education in China) Project of Humanities and Social Sciences [18YJC630268]; China Postdoctoral Science FoundationChina Postdoctoral Science Foundation [2018M633270]; Deutsche Forschungsgemeinschaft (DFG, German Research Foundation) under Germanys Excellence Strategy Science of Intelligence (EXC 2002/1)German Research Foundation (DFG) [390523135]; Brain Canada; Health Canada; NIHUnited States Department of Health & Human ServicesNational Institutes of Health (NIH) - USA [NIH-NIBIB P41 EB019936, NIH-NIMH R01 MH083320, NIH RF1 MH120021, R01 DA041353]; National Institute Of Mental Health of the NIH [R01MH096906]; Canada First Research Excellence Fund; European Unions Horizon 2020 Research and Innovation Programme [785907]; Max Planck SocietyMax Planck SocietyFoundation CELLEX; Dutch foundation LSH-TKI [LSHM16053-SGF]; NSFNational Science Foundation (NSF) [1631325]; T32 Predoctoral Fellowship from the NIHUnited States Department of Health & Human ServicesNational Institutes of Health (NIH) - USA; Deutsche ForschungsgemeinschaftGerman Research Foundation (DFG) [CRC1193]; Australian
Published: 2020
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17. Kama muta: Conceptualizing and measuring the experience often labelled being moved across 19 nations and 15 languages.

Author: Zickfeld, Janis H, Zickfeld, Janis H, Schubert, Thomas W, Seibt, Beate, Blomster, Johanna K, Arriaga, Patrícia, Basabe, Nekane, Blaut, Agata, Caballero, Amparo, Carrera, Pilar, Dalgar, Ilker, Ding, Yi, Dumont, Kitty, Gaulhofer, Valerie, Gračanin, Asmir, Gyenis, Réka, Hu, Chuan-Peng, Kardum, Igor, Lazarević, Ljiljana B, Mathew, Leemamol, Mentser, Sari, Nussinson, Ravit, Onuki, Mayuko, Páez, Darío, Pásztor, Anna, Peng, Kaiping, Petrović, Boban, Pizarro, José J, Schönefeld, Victoria, Śmieja, Magdalena, Tokaji, Akihiko, Vingerhoets, Ad, Vorster, Anja, Vuoskoski, Jonna, Zhu, Lei, Fiske, Alan Page, Zickfeld, Janis H, Zickfeld, Janis H, Schubert, Thomas W, Seibt, Beate, Blomster, Johanna K, Arriaga, Patrícia, Basabe, Nekane, Blaut, Agata, Caballero, Amparo, Carrera, Pilar, Dalgar, Ilker, Ding, Yi, Dumont, Kitty, Gaulhofer, Valerie, Gračanin, Asmir, Gyenis, Réka, Hu, Chuan-Peng, Kardum, Igor, Lazarević, Ljiljana B, Mathew, Leemamol, Mentser, Sari, Nussinson, Ravit, Onuki, Mayuko, Páez, Darío, Pásztor, Anna, Peng, Kaiping, Petrović, Boban, Pizarro, José J, Schönefeld, Victoria, Śmieja, Magdalena, Tokaji, Akihiko, Vingerhoets, Ad, Vorster, Anja, Vuoskoski, Jonna, Zhu, Lei, and Fiske, Alan Page
Abstract: English-speakers sometimes say that they feel "moved to tears," "emotionally touched," "stirred," or that something "warmed their heart;" other languages use similar passive contact metaphors to refer to an affective state. The authors propose and measure the concept of kama muta to understand experiences often given these and other labels. Do the same experiences evoke the same kama muta emotion across nations and languages? They conducted studies in 19 different countries, 5 continents, 15 languages, with a total of 3,542 participants. They tested the construct while validating a comprehensive scale to measure the appraisals, valence, bodily sensations, motivation, and lexical labels posited to characterize kama muta. The results are congruent with theory and previous findings showing that kama muta is a distinct positive social relational emotion that is evoked by experiencing or observing a sudden intensification of communal sharing. It is commonly accompanied by a warm feeling in the chest, moist eyes or tears, chills or piloerection, feeling choked up or having a lump in the throat, buoyancy, and exhilaration. It motivates affective devotion and moral commitment to communal sharing. Although the authors observed some variations across cultures, these 5 facets of kama muta are highly correlated in every sample, supporting the validity of the construct and the measure. (PsycINFO Database Record (c) 2019 APA, all rights reserved).
Published: 2019

18. Data from the Human Penguin Project, a cross-national dataset testing social thermoregulation principles

Author: Hu, Chuan-Peng, Yin, Ji-Xing, Lindenberg, Siegwart, Dargar, Ilker, Weissgerber, Sophia C., Vergara, Rodrigo C., Cairo, Athena H., Colić, Marija V., Dursun, Pinar, Frankowska, Natalia, Hadi, Rhonda, Hall, Calvin J., Hong, Youngki, Joy-Gaba, Jennifer, Lazarević, Dušanka, Lazarević, Ljiljana, Parzuchowski, Michal, Ratner, Kyle G., Rothman, David, Sim, Samantha, Simao, Claudia, Song, Mengdi, Stojilović, Darko, Blomster, Johanna K., Brito, Rodrigo, Hennecke, Marie, Jaume-Guazzini, Francisco, Schubert, Thomas W., Schuetz, Astrid, Seibt, Beate, Zickfeld, Janis H., Jzerman, Hans, I, Hu, Chuan-Peng, Yin, Ji-Xing, Lindenberg, Siegwart, Dargar, Ilker, Weissgerber, Sophia C., Vergara, Rodrigo C., Cairo, Athena H., Colić, Marija V., Dursun, Pinar, Frankowska, Natalia, Hadi, Rhonda, Hall, Calvin J., Hong, Youngki, Joy-Gaba, Jennifer, Lazarević, Dušanka, Lazarević, Ljiljana, Parzuchowski, Michal, Ratner, Kyle G., Rothman, David, Sim, Samantha, Simao, Claudia, Song, Mengdi, Stojilović, Darko, Blomster, Johanna K., Brito, Rodrigo, Hennecke, Marie, Jaume-Guazzini, Francisco, Schubert, Thomas W., Schuetz, Astrid, Seibt, Beate, Zickfeld, Janis H., and Jzerman, Hans, I
Abstract: In the Human Penguin Project (N = 1755), 15 research groups from 12 countries collected body temperature, demographic variables, social network indices, seven widely-used psychological scales and two newly developed questionnaires (the Social Thermoregulation and Risk Avoidance Questionnaire (STRAQ-1) and the Kama Muta Frequency Scale (KAMF)). They were collected to investigate the relationship between environmental factors (e.g., geographical, climate etc.) and human behaviors, which is a long-standing inquiry in the scientific community. More specifically, the present project was designed to test principles surrounding the idea of social thermoregulation, which posits that social networks help people to regulate their core body temperature. The results showed that all scales in the current project have sufficient to good psychometrical properties. Unlike previous crowdsourced projects, this dataset includes not only the cleaned raw data but also all the validation of questionnaires in 9 different languages, thus providing a valuable resource for psychological scientists who are interested in cross-national, environment-human interaction studies.
Published: 2019

19. Kama muta: Conceptualizing and measuring the experience often labelled being moved across 19 nations and 15 languages.

Author: Zickfeld, Janis H, Zickfeld, Janis H, Schubert, Thomas W, Seibt, Beate, Blomster, Johanna K, Arriaga, Patrícia, Basabe, Nekane, Blaut, Agata, Caballero, Amparo, Carrera, Pilar, Dalgar, Ilker, Ding, Yi, Dumont, Kitty, Gaulhofer, Valerie, Gračanin, Asmir, Gyenis, Réka, Hu, Chuan-Peng, Kardum, Igor, Lazarević, Ljiljana B, Mathew, Leemamol, Mentser, Sari, Nussinson, Ravit, Onuki, Mayuko, Páez, Darío, Pásztor, Anna, Peng, Kaiping, Petrović, Boban, Pizarro, José J, Schönefeld, Victoria, Śmieja, Magdalena, Tokaji, Akihiko, Vingerhoets, Ad, Vorster, Anja, Vuoskoski, Jonna, Zhu, Lei, Fiske, Alan Page, Zickfeld, Janis H, Zickfeld, Janis H, Schubert, Thomas W, Seibt, Beate, Blomster, Johanna K, Arriaga, Patrícia, Basabe, Nekane, Blaut, Agata, Caballero, Amparo, Carrera, Pilar, Dalgar, Ilker, Ding, Yi, Dumont, Kitty, Gaulhofer, Valerie, Gračanin, Asmir, Gyenis, Réka, Hu, Chuan-Peng, Kardum, Igor, Lazarević, Ljiljana B, Mathew, Leemamol, Mentser, Sari, Nussinson, Ravit, Onuki, Mayuko, Páez, Darío, Pásztor, Anna, Peng, Kaiping, Petrović, Boban, Pizarro, José J, Schönefeld, Victoria, Śmieja, Magdalena, Tokaji, Akihiko, Vingerhoets, Ad, Vorster, Anja, Vuoskoski, Jonna, Zhu, Lei, and Fiske, Alan Page
Abstract: English-speakers sometimes say that they feel "moved to tears," "emotionally touched," "stirred," or that something "warmed their heart;" other languages use similar passive contact metaphors to refer to an affective state. The authors propose and measure the concept of kama muta to understand experiences often given these and other labels. Do the same experiences evoke the same kama muta emotion across nations and languages? They conducted studies in 19 different countries, 5 continents, 15 languages, with a total of 3,542 participants. They tested the construct while validating a comprehensive scale to measure the appraisals, valence, bodily sensations, motivation, and lexical labels posited to characterize kama muta. The results are congruent with theory and previous findings showing that kama muta is a distinct positive social relational emotion that is evoked by experiencing or observing a sudden intensification of communal sharing. It is commonly accompanied by a warm feeling in the chest, moist eyes or tears, chills or piloerection, feeling choked up or having a lump in the throat, buoyancy, and exhilaration. It motivates affective devotion and moral commitment to communal sharing. Although the authors observed some variations across cultures, these 5 facets of kama muta are highly correlated in every sample, supporting the validity of the construct and the measure. (PsycINFO Database Record (c) 2019 APA, all rights reserved).
Published: 2019

20. Data from the Human Penguin Project, a cross-national dataset testing social thermoregulation principles

Author: Hu, Chuan-Peng, Yin, Ji-Xing, Lindenberg, Siegwart, Dargar, Ilker, Weissgerber, Sophia C., Vergara, Rodrigo C., Cairo, Athena H., Colić, Marija V., Dursun, Pinar, Frankowska, Natalia, Hadi, Rhonda, Hall, Calvin J., Hong, Youngki, Joy-Gaba, Jennifer, Lazarević, Dušanka, Lazarević, Ljiljana, Parzuchowski, Michal, Ratner, Kyle G., Rothman, David, Sim, Samantha, Simao, Claudia, Song, Mengdi, Stojilović, Darko, Blomster, Johanna K., Brito, Rodrigo, Hennecke, Marie, Jaume-Guazzini, Francisco, Schubert, Thomas W., Schuetz, Astrid, Seibt, Beate, Zickfeld, Janis H., Jzerman, Hans, I, Hu, Chuan-Peng, Yin, Ji-Xing, Lindenberg, Siegwart, Dargar, Ilker, Weissgerber, Sophia C., Vergara, Rodrigo C., Cairo, Athena H., Colić, Marija V., Dursun, Pinar, Frankowska, Natalia, Hadi, Rhonda, Hall, Calvin J., Hong, Youngki, Joy-Gaba, Jennifer, Lazarević, Dušanka, Lazarević, Ljiljana, Parzuchowski, Michal, Ratner, Kyle G., Rothman, David, Sim, Samantha, Simao, Claudia, Song, Mengdi, Stojilović, Darko, Blomster, Johanna K., Brito, Rodrigo, Hennecke, Marie, Jaume-Guazzini, Francisco, Schubert, Thomas W., Schuetz, Astrid, Seibt, Beate, Zickfeld, Janis H., and Jzerman, Hans, I
Abstract: In the Human Penguin Project (N = 1755), 15 research groups from 12 countries collected body temperature, demographic variables, social network indices, seven widely-used psychological scales and two newly developed questionnaires (the Social Thermoregulation and Risk Avoidance Questionnaire (STRAQ-1) and the Kama Muta Frequency Scale (KAMF)). They were collected to investigate the relationship between environmental factors (e.g., geographical, climate etc.) and human behaviors, which is a long-standing inquiry in the scientific community. More specifically, the present project was designed to test principles surrounding the idea of social thermoregulation, which posits that social networks help people to regulate their core body temperature. The results showed that all scales in the current project have sufficient to good psychometrical properties. Unlike previous crowdsourced projects, this dataset includes not only the cleaned raw data but also all the validation of questionnaires in 9 different languages, thus providing a valuable resource for psychological scientists who are interested in cross-national, environment-human interaction studies.
Published: 2019

21. Kama Muta: Conceptualizing and Measuring the Experience Often Labelled Being Moved Across 19 Nations and 15 Languages

Author: Zickfeld, Janis H., Schubert, Thomas W., Seibt, Beate, Blomster, Johanna K., Arriaga, Patricia, Basabe, Nekane, Blaut, Agata, Caballero, Amparo, Carrera, Pilar, Dalgar, Ilker, Ding, Yi, Dumont, Kitty, Gaulhofer, Valerie, Gracanin, Asmir, Gyenis, Reka, Hu, Chuan-Peng, Kardum, Igor, Lazarević, Ljiljana, Mathew, Leemamol, Mentser, Sari, Nussinson, Ravit, Onuki, Mayuko, Paez, Dario, Pasztor, Anna, Peng, Kaiping, Petrović, Boban, Pizarro, Jose J., Schoenefeld, Victoria, Smieja, Magdalena, Tokaji, Akihiko, Vingerhoets, Ad, Vorster, Anja, Vuoskoski, Jonna, Zhu, Lei, Fiske, Alan Page, Zickfeld, Janis H., Schubert, Thomas W., Seibt, Beate, Blomster, Johanna K., Arriaga, Patricia, Basabe, Nekane, Blaut, Agata, Caballero, Amparo, Carrera, Pilar, Dalgar, Ilker, Ding, Yi, Dumont, Kitty, Gaulhofer, Valerie, Gracanin, Asmir, Gyenis, Reka, Hu, Chuan-Peng, Kardum, Igor, Lazarević, Ljiljana, Mathew, Leemamol, Mentser, Sari, Nussinson, Ravit, Onuki, Mayuko, Paez, Dario, Pasztor, Anna, Peng, Kaiping, Petrović, Boban, Pizarro, Jose J., Schoenefeld, Victoria, Smieja, Magdalena, Tokaji, Akihiko, Vingerhoets, Ad, Vorster, Anja, Vuoskoski, Jonna, Zhu, Lei, and Fiske, Alan Page
Abstract: English-speakers sometimes say that they feel "moved to tears," "emotionally touched," "stirred," or that something " warmed their heart;" other languages use similar passive contact metaphors to refer to an affective state. The authors propose and measure the concept of kama muta to understand experiences often given these and other labels. Do the same experiences evoke the same kama muta emotion across nations and languages? They conducted studies in 19 different countries, 5 continents, 15 languages, with a total of 3,542 participants. They tested the construct while validating a comprehensive scale to measure the appraisals, valence, bodily sensations, motivation, and lexical labels posited to characterize kama muta. The results are congruent with theory and previous findings showing that kama muta is a distinct positive social relational emotion that is evoked by experiencing or observing a sudden intensification of communal sharing. It is commonly accompanied by a warm feeling in the chest, moist eyes or tears, chills or piloerection, feeling choked up or having a lump in the throat, buoyancy, and exhilaration. It motivates affective devotion and moral commitment to communal sharing. Although the authors observed some variations across cultures, these 5 facets of kama muta are highly correlated in every sample, supporting the validity of the construct and the measure.
Published: 2019

22. Data from the Human Penguin Project: A cross-national dataset testing social thermoregulation principles

Author: Hu, Chuan-peng, Yin, Ji-Xing, Lindenberg, Siegwart, Dalğar, İlker, Weissgerber, Sophia C., Vergara, Rodrigo C., Cairo, Athena H., Čolić, Marija V., Dursun, Pinar, Frankowska, Natalia, Hadi, Rhonda, Hall, Calvin J., Hong, Youngki, Joy-gaba, Jennifer, Lazarević, Dušanka, Lazarević, Ljiljana B., Parzuchowski, Michal, Ratner, Kyle G., Rothman, David, Sim, Samantha, Simão, Cláudia, Song, Mengdi, Stojilović, Darko, Blomster, Johanna K., Brito, Rodrigo, Hennecke, Marie, Jaume-guazzini, Francisco, Schubert, Thomas W., Schütz, Astrid, Seibt, Beate, Zickfeld, Janis H., IJzerman, Hans, Hu, Chuan-peng, Yin, Ji-Xing, Lindenberg, Siegwart, Dalğar, İlker, Weissgerber, Sophia C., Vergara, Rodrigo C., Cairo, Athena H., Čolić, Marija V., Dursun, Pinar, Frankowska, Natalia, Hadi, Rhonda, Hall, Calvin J., Hong, Youngki, Joy-gaba, Jennifer, Lazarević, Dušanka, Lazarević, Ljiljana B., Parzuchowski, Michal, Ratner, Kyle G., Rothman, David, Sim, Samantha, Simão, Cláudia, Song, Mengdi, Stojilović, Darko, Blomster, Johanna K., Brito, Rodrigo, Hennecke, Marie, Jaume-guazzini, Francisco, Schubert, Thomas W., Schütz, Astrid, Seibt, Beate, Zickfeld, Janis H., and IJzerman, Hans
Abstract: In the Human Penguin Project (N = 1755), 15 research groups from 12 countries collected body temperature, demographic variables, social network indices, seven widely-used psychological scales and two newly developed questionnaires (the Social Thermoregulation and Risk Avoidance Questionnaire (STRAQ-1) and the Kama Muta Frequency Scale (KAMF)). They were collected to investigate the relationship between environmental factors (e.g., geographical, climate etc.) and human behaviors, which is a long-standing inquiry in the scientific community. More specifically, the present project was designed to test principles surrounding the idea of social thermoregulation, which posits that social networks help people to regulate their core body temperature. The results showed that all scales in the current project have sufficient to good psychometrical properties. Unlike previous crowdsourced projects, this dataset includes not only the cleaned raw data but also all the validation of questionnaires in 9 different languages, thus providing a valuable resource for psychological scientists who are interested in cross-national, environment-human interaction studies.
Published: 2019

23. The Human Penguin Project: Climate, Social Integration, and Core Body Temperature

Author: IJzerman, Hans, Lindenberg, Siegwart, Dalgar, Ilker, Weissgerber, Sophia C., Vergara, Rodrigo C., Cairo, Athena H., Colić, Marija V., Dursun, Pinar, Frankowska, Natalia, Hadi, Rhonda, Hall, Calvin J., Hong, Youngki, Hu, Chuan-Peng, Joy-Gaba, Jennifer, Lazarević, Dušanka, Lazarević, Ljiljana, Parzuchowski, Michal, Ratner, Kyle G., Rothman, David, Sim, Samantha, Simao, Claudia, Song, Mengdi, Stojilović, Darko, Blomster, Johanna K., Brito, Rodrigo, Hennecke, Marie, Jaume-Guazzini, Francisco, Schubert, Thomas W., Schuetz, Astrid, Seibt, Beate, Zickfeld, Janis H., IJzerman, Hans, Lindenberg, Siegwart, Dalgar, Ilker, Weissgerber, Sophia C., Vergara, Rodrigo C., Cairo, Athena H., Colić, Marija V., Dursun, Pinar, Frankowska, Natalia, Hadi, Rhonda, Hall, Calvin J., Hong, Youngki, Hu, Chuan-Peng, Joy-Gaba, Jennifer, Lazarević, Dušanka, Lazarević, Ljiljana, Parzuchowski, Michal, Ratner, Kyle G., Rothman, David, Sim, Samantha, Simao, Claudia, Song, Mengdi, Stojilović, Darko, Blomster, Johanna K., Brito, Rodrigo, Hennecke, Marie, Jaume-Guazzini, Francisco, Schubert, Thomas W., Schuetz, Astrid, Seibt, Beate, and Zickfeld, Janis H.
Abstract: Social thermoregulation theory posits that modern human relationships are pleisiomorphically organized around body temperature regulation. In two studies (N = 1755) designed to test the principles from this theory, we used supervised machine learning to identify social and non-social factors that relate to core body temperature. This data-driven analysis found that complex social integration (CSI), defined as the number of high-contact roles one engages in, is a critical predictor of core body temperature. We further used a cross-validation approach to show that colder climates relate to higher levels of CSI, which in turn relates to higher CBT (when climates get colder). These results suggest that despite modern affordances for regulating body temperature, people still rely on social warmth to buffer their bodies against the cold.
Published: 2018

24. The Human Penguin Project: Climate, Social Integration, and Core Body Temperature

Author: IJzerman, Hans, Lindenberg, Siegwart, Dalgar, Ilker, Weissgerber, Sophia C., Vergara, Rodrigo C., Cairo, Athena H., Colić, Marija V., Dursun, Pinar, Frankowska, Natalia, Hadi, Rhonda, Hall, Calvin J., Hong, Youngki, Hu, Chuan-Peng, Joy-Gaba, Jennifer, Lazarević, Dušanka, Lazarević, Ljiljana, Parzuchowski, Michal, Ratner, Kyle G., Rothman, David, Sim, Samantha, Simao, Claudia, Song, Mengdi, Stojilović, Darko, Blomster, Johanna K., Brito, Rodrigo, Hennecke, Marie, Jaume-Guazzini, Francisco, Schubert, Thomas W., Schuetz, Astrid, Seibt, Beate, Zickfeld, Janis H., IJzerman, Hans, Lindenberg, Siegwart, Dalgar, Ilker, Weissgerber, Sophia C., Vergara, Rodrigo C., Cairo, Athena H., Colić, Marija V., Dursun, Pinar, Frankowska, Natalia, Hadi, Rhonda, Hall, Calvin J., Hong, Youngki, Hu, Chuan-Peng, Joy-Gaba, Jennifer, Lazarević, Dušanka, Lazarević, Ljiljana, Parzuchowski, Michal, Ratner, Kyle G., Rothman, David, Sim, Samantha, Simao, Claudia, Song, Mengdi, Stojilović, Darko, Blomster, Johanna K., Brito, Rodrigo, Hennecke, Marie, Jaume-Guazzini, Francisco, Schubert, Thomas W., Schuetz, Astrid, Seibt, Beate, and Zickfeld, Janis H.
Abstract: Social thermoregulation theory posits that modern human relationships are pleisiomorphically organized around body temperature regulation. In two studies (N = 1755) designed to test the principles from this theory, we used supervised machine learning to identify social and non-social factors that relate to core body temperature. This data-driven analysis found that complex social integration (CSI), defined as the number of high-contact roles one engages in, is a critical predictor of core body temperature. We further used a cross-validation approach to show that colder climates relate to higher levels of CSI, which in turn relates to higher CBT (when climates get colder). These results suggest that despite modern affordances for regulating body temperature, people still rely on social warmth to buffer their bodies against the cold.
Published: 2018

25. Does distance from the equator predict self-control? Lessons from the Human Penguin Project

Author: IJzerman, Hans, Colić, Marija V., Hennecke, Marie, Hong, Youngki, Hu, Chuan-Peng, Joy-Gaba, Jennifer, Lazarević, Dušanka, Lazarević, Ljiljana, Parzuchowski, Michal, Ratner, Kyle G., Schubert, Thomas W., Schuetz, Astrid, Stojilović, Darko, Weissgerber, Sophia C., Zickfeld, Janis H., Lindenberg, Siegwart, IJzerman, Hans, Colić, Marija V., Hennecke, Marie, Hong, Youngki, Hu, Chuan-Peng, Joy-Gaba, Jennifer, Lazarević, Dušanka, Lazarević, Ljiljana, Parzuchowski, Michal, Ratner, Kyle G., Schubert, Thomas W., Schuetz, Astrid, Stojilović, Darko, Weissgerber, Sophia C., Zickfeld, Janis H., and Lindenberg, Siegwart
Abstract: We comment on the proposition "that lower temperatures and especially greater seasonal variation in temperature call for individuals and societies to adopt ... a greater degree of self-control" (Van Lange et al., sect. 3, para. 4) for which we cannot find empirical support in a large data set with data-driven analyses. After providing greater nuance in our theoretical review, we suggest that Van Lange et al. revisit their model with an eye toward the social determinants of self-control.
Published: 2017

26. Does distance from the equator predict self-control? Lessons from the Human Penguin Project

Author: IJzerman, Hans, Colić, Marija V., Hennecke, Marie, Hong, Youngki, Hu, Chuan-Peng, Joy-Gaba, Jennifer, Lazarević, Dušanka, Lazarević, Ljiljana, Parzuchowski, Michal, Ratner, Kyle G., Schubert, Thomas W., Schuetz, Astrid, Stojilović, Darko, Weissgerber, Sophia C., Zickfeld, Janis H., Lindenberg, Siegwart, IJzerman, Hans, Colić, Marija V., Hennecke, Marie, Hong, Youngki, Hu, Chuan-Peng, Joy-Gaba, Jennifer, Lazarević, Dušanka, Lazarević, Ljiljana, Parzuchowski, Michal, Ratner, Kyle G., Schubert, Thomas W., Schuetz, Astrid, Stojilović, Darko, Weissgerber, Sophia C., Zickfeld, Janis H., and Lindenberg, Siegwart
Abstract: We comment on the proposition "that lower temperatures and especially greater seasonal variation in temperature call for individuals and societies to adopt ... a greater degree of self-control" (Van Lange et al., sect. 3, para. 4) for which we cannot find empirical support in a large data set with data-driven analyses. After providing greater nuance in our theoretical review, we suggest that Van Lange et al. revisit their model with an eye toward the social determinants of self-control.
Published: 2017

27. To which world regions does the valence–dominance model of social perception apply?

Author: Jones, Benedict C., DeBruine, Lisa M., Flake, Jessica K., Liuzza, Marco Tullio, Antfolk, Jan, Arinze, Nwadiogo C., Ndukaihe, Izuchukwu L. G., Bloxsom, Nicholas G., Lewis, Savannah C., Foroni, Francesco, Willis, Megan L., Cubillas, Carmelo P., Vadillo, Miguel A., Turiegano, Enrique, Gilead, Michael, Simchon, Almog, Saribay, S. Adil, Owsley, Nicholas C., Jang, Chaning, Mburu, Georgina, Calvillo, Dustin P., Wlodarczyk, Anna, Qi, Yue, Ariyabuddhiphongs, Kris, Jarukasemthawee, Somboon, Manley, Harry, Suavansri, Panita, Taephant, Nattasuda, Stolier, Ryan M., Evans, Thomas R., Bonick, Judson, Lindemans, Jan W., Ashworth, Logan F., Hahn, Amanda C., Chevallier, Coralie, Kapucu, Aycan, Karaaslan, Aslan, Leongómez, Juan David, Sánchez, Oscar R., Valderrama, Eugenio, Vásquez-Amézquita, Milena, Hajdu, Nandor, Aczel, Balazs, Szecsi, Peter, Andreychik, Michael, Musser, Erica D., Batres, Carlota, Hu, Chuan-Peng, Liu, Qing-Lan, Legate, Nicole, Vaughn, Leigh Ann, Barzykowski, Krystian, Golik, Karolina, Schmid, Irina, Stieger, Stefan, Artner, Richard, Mues, Chiel, Vanpaemel, Wolf, Jiang, Zhongqing, Wu, Qi, Marcu, Gabriela M., Stephen, Ian D., Lu, Jackson G., Philipp, Michael C., Arnal, Jack D., Hehman, Eric, Xie, Sally Y., Chopik, William J., Seehuus, Martin, Azouaghe, Soufian, Belhaj, Abdelkarim, Elouafa, Jamal, Wilson, John P., Kruse, Elliott, Papadatou-Pastou, Marietta, De La Rosa-Gómez, Anabel, Barba-Sánchez, Alan E., González-Santoyo, Isaac, Hsu, Tsuyueh, Kung, Chun-Chia, Wang, Hsiao-Hsin, Freeman, Jonathan B., Oh, Dong Won, Schei, Vidar, Sverdrup, Therese E., Levitan, Carmel A., Cook, Corey L., Chandel, Priyanka, Kujur, Pratibha, Parganiha, Arti, Parveen, Noorshama, Pati, Atanu Kumar, Pradhan, Sraddha, Singh, Margaret M., Pande, Babita, Bavolar, Jozef, Kačmár, Pavol, Zakharov, Ilya, Álvarez-Solas, Sara, Baskin, Ernest, Thirkettle, Martin, Schmidt, Kathleen, Christopherson, Cody D., Leonis, Trinity, Suchow, Jordan W., Olofsson, Jonas K., Jernsäther, Teodor, Lee, Ai-Suan, Beaudry, Jennifer L., Gogan, Taylor D., Oldmeadow, Julian A., Balas, Benjamin, Stevens, Laura M., Colloff, Melissa F., Flowe, Heather D., Gülgöz, Sami, Brandt, Mark J., Hoyer, Karlijn, Jaeger, Bastian, Ren, Dongning, Sleegers, Willem W. A., Wissink, Joeri, Kaminski, Gwenaël, Floerke, Victoria A., Urry, Heather L., Chen, Sau-Chin, Pfuhl, Gerit, Vally, Zahir, Basnight-Brown, Dana M., Jzerman, Hans I., Sarda, Elisa, Neyroud, Lison, Badidi, Touhami, Van der Linden, Nicolas, Tan, Chrystalle B. Y., Kovic, Vanja, Sampaio, Waldir, Ferreira, Paulo, Santos, Diana, Burin, Debora I., Gardiner, Gwendolyn, Protzko, John, Schild, Christoph, Ścigała, Karolina A., Zettler, Ingo, O’Mara Kunz, Erin M., Storage, Daniel, Wagemans, Fieke M. A., Saunders, Blair, Sirota, Miroslav, Sloane, Guyan V., Lima, Tiago J. S., Uittenhove, Kim, Vergauwe, Evie, Jaworska, Katarzyna, Stern, Julia, Ask, Karl, van Zyl, Casper J. J., Körner, Anita, Weissgerber, Sophia C., Boudesseul, Jordane, Ruiz-Dodobara, Fernando, Ritchie, Kay, Michalak, Nicholas M., Blake, Khandis R., White, David, Gordon-Finlayson, Alasdair R., Anne, Michele, Janssen, Steve M. J., Lee, Kean Mun, Nielsen, Tonje K., Tamnes, Christian K., Zickfeld, Janis H., Rosa, Anna Dalla, Vianello, Michelangelo, Kocsor, Ferenc, Kozma, Luca, Putz, Ádám, Tressoldi, Patrizio, Irrazabal, Natalia, Chatard, Armand, Lins, Samuel, Pinto, Isabel R., Lutz, Johannes, Adamkovic, Matus, Babincak, Peter, Baník, Gabriel, Ropovik, Ivan, Coetzee, Vinet, Dixson, Barnaby J. W., Ribeiro, Gianni, Peters, Kim, Steffens, Niklas K., Tan, Kok Wei, Thorstenson, Christopher A., Fernandez, Ana Maria, Hsu, Rafael M. C. S., Valentova, Jaroslava V., Varella, Marco A. C., Corral-Frías, Nadia S., Frías-Armenta, Martha, Hatami, Javad, Monajem, Arash, Sharifian, MohammadHasan, Frohlich, Brooke, Lin, Hause, Inzlicht, Michael, Alaei, Ravin, Rule, Nicholas O., Lamm, Claus, Pronizius, Ekaterina, Voracek, Martin, Olsen, Jerome, Giolla, Erik Mac, Akgoz, Aysegul, Özdoğru, Asil A., Crawford, Matthew T., Bennett-Day, Brooke, Koehn, Monica A., Okan, Ceylan, Gill, Tripat, Miller, Jeremy K., Dunham, Yarrow, Yang, Xin, Alper, Sinan, Borras-Guevara, Martha Lucia, Cai, Sun Jun, Tiantian, Dong, Danvers, Alexander F., Feinberg, David R., Armstrong, Marie M., Gilboa-Schechtman, Eva, McCarthy, Randy J., Muñoz-Reyes, Jose Antonio, Polo, Pablo, Shiramazu, Victor K. M., Yan, Wen-Jing, Carvalho, Lilian, Forscher, Patrick S., Chartier, Christopher R., Coles, Nicholas A., Jones, Benedict C., DeBruine, Lisa M., Flake, Jessica K., Liuzza, Marco Tullio, Antfolk, Jan, Arinze, Nwadiogo C., Ndukaihe, Izuchukwu L. G., Bloxsom, Nicholas G., Lewis, Savannah C., Foroni, Francesco, Willis, Megan L., Cubillas, Carmelo P., Vadillo, Miguel A., Turiegano, Enrique, Gilead, Michael, Simchon, Almog, Saribay, S. Adil, Owsley, Nicholas C., Jang, Chaning, Mburu, Georgina, Calvillo, Dustin P., Wlodarczyk, Anna, Qi, Yue, Ariyabuddhiphongs, Kris, Jarukasemthawee, Somboon, Manley, Harry, Suavansri, Panita, Taephant, Nattasuda, Stolier, Ryan M., Evans, Thomas R., Bonick, Judson, Lindemans, Jan W., Ashworth, Logan F., Hahn, Amanda C., Chevallier, Coralie, Kapucu, Aycan, Karaaslan, Aslan, Leongómez, Juan David, Sánchez, Oscar R., Valderrama, Eugenio, Vásquez-Amézquita, Milena, Hajdu, Nandor, Aczel, Balazs, Szecsi, Peter, Andreychik, Michael, Musser, Erica D., Batres, Carlota, Hu, Chuan-Peng, Liu, Qing-Lan, Legate, Nicole, Vaughn, Leigh Ann, Barzykowski, Krystian, Golik, Karolina, Schmid, Irina, Stieger, Stefan, Artner, Richard, Mues, Chiel, Vanpaemel, Wolf, Jiang, Zhongqing, Wu, Qi, Marcu, Gabriela M., Stephen, Ian D., Lu, Jackson G., Philipp, Michael C., Arnal, Jack D., Hehman, Eric, Xie, Sally Y., Chopik, William J., Seehuus, Martin, Azouaghe, Soufian, Belhaj, Abdelkarim, Elouafa, Jamal, Wilson, John P., Kruse, Elliott, Papadatou-Pastou, Marietta, De La Rosa-Gómez, Anabel, Barba-Sánchez, Alan E., González-Santoyo, Isaac, Hsu, Tsuyueh, Kung, Chun-Chia, Wang, Hsiao-Hsin, Freeman, Jonathan B., Oh, Dong Won, Schei, Vidar, Sverdrup, Therese E., Levitan, Carmel A., Cook, Corey L., Chandel, Priyanka, Kujur, Pratibha, Parganiha, Arti, Parveen, Noorshama, Pati, Atanu Kumar, Pradhan, Sraddha, Singh, Margaret M., Pande, Babita, Bavolar, Jozef, Kačmár, Pavol, Zakharov, Ilya, Álvarez-Solas, Sara, Baskin, Ernest, Thirkettle, Martin, Schmidt, Kathleen, Christopherson, Cody D., Leonis, Trinity, Suchow, Jordan W., Olofsson, Jonas K., Jernsäther, Teodor, Lee, Ai-Suan, Beaudry, Jennifer L., Gogan, Taylor D., Oldmeadow, Julian A., Balas, Benjamin, Stevens, Laura M., Colloff, Melissa F., Flowe, Heather D., Gülgöz, Sami, Brandt, Mark J., Hoyer, Karlijn, Jaeger, Bastian, Ren, Dongning, Sleegers, Willem W. A., Wissink, Joeri, Kaminski, Gwenaël, Floerke, Victoria A., Urry, Heather L., Chen, Sau-Chin, Pfuhl, Gerit, Vally, Zahir, Basnight-Brown, Dana M., Jzerman, Hans I., Sarda, Elisa, Neyroud, Lison, Badidi, Touhami, Van der Linden, Nicolas, Tan, Chrystalle B. Y., Kovic, Vanja, Sampaio, Waldir, Ferreira, Paulo, Santos, Diana, Burin, Debora I., Gardiner, Gwendolyn, Protzko, John, Schild, Christoph, Ścigała, Karolina A., Zettler, Ingo, O’Mara Kunz, Erin M., Storage, Daniel, Wagemans, Fieke M. A., Saunders, Blair, Sirota, Miroslav, Sloane, Guyan V., Lima, Tiago J. S., Uittenhove, Kim, Vergauwe, Evie, Jaworska, Katarzyna, Stern, Julia, Ask, Karl, van Zyl, Casper J. J., Körner, Anita, Weissgerber, Sophia C., Boudesseul, Jordane, Ruiz-Dodobara, Fernando, Ritchie, Kay, Michalak, Nicholas M., Blake, Khandis R., White, David, Gordon-Finlayson, Alasdair R., Anne, Michele, Janssen, Steve M. J., Lee, Kean Mun, Nielsen, Tonje K., Tamnes, Christian K., Zickfeld, Janis H., Rosa, Anna Dalla, Vianello, Michelangelo, Kocsor, Ferenc, Kozma, Luca, Putz, Ádám, Tressoldi, Patrizio, Irrazabal, Natalia, Chatard, Armand, Lins, Samuel, Pinto, Isabel R., Lutz, Johannes, Adamkovic, Matus, Babincak, Peter, Baník, Gabriel, Ropovik, Ivan, Coetzee, Vinet, Dixson, Barnaby J. W., Ribeiro, Gianni, Peters, Kim, Steffens, Niklas K., Tan, Kok Wei, Thorstenson, Christopher A., Fernandez, Ana Maria, Hsu, Rafael M. C. S., Valentova, Jaroslava V., Varella, Marco A. C., Corral-Frías, Nadia S., Frías-Armenta, Martha, Hatami, Javad, Monajem, Arash, Sharifian, MohammadHasan, Frohlich, Brooke, Lin, Hause, Inzlicht, Michael, Alaei, Ravin, Rule, Nicholas O., Lamm, Claus, Pronizius, Ekaterina, Voracek, Martin, Olsen, Jerome, Giolla, Erik Mac, Akgoz, Aysegul, Özdoğru, Asil A., Crawford, Matthew T., Bennett-Day, Brooke, Koehn, Monica A., Okan, Ceylan, Gill, Tripat, Miller, Jeremy K., Dunham, Yarrow, Yang, Xin, Alper, Sinan, Borras-Guevara, Martha Lucia, Cai, Sun Jun, Tiantian, Dong, Danvers, Alexander F., Feinberg, David R., Armstrong, Marie M., Gilboa-Schechtman, Eva, McCarthy, Randy J., Muñoz-Reyes, Jose Antonio, Polo, Pablo, Shiramazu, Victor K. M., Yan, Wen-Jing, Carvalho, Lilian, Forscher, Patrick S., Chartier, Christopher R., and Coles, Nicholas A.
Abstract: Over the past 10 years, Oosterhof and Todorov’s valence–dominance model has emerged as the most prominent account of how people evaluate faces on social dimensions. In this model, two dimensions (valence and dominance) underpin social judgements of faces. Because this model has primarily been developed and tested in Western regions, it is unclear whether these findings apply to other regions. We addressed this question by replicating Oosterhof and Todorov’s methodology across 11 world regions, 41 countries and 11,570 participants. When we used Oosterhof and Todorov’s original analysis strategy, the valence–dominance model generalized across regions. When we used an alternative methodology to allow for correlated dimensions, we observed much less generalization. Collectively, these results suggest that, while the valence–dominance model generalizes very well across regions when dimensions are forced to be orthogonal, regional differences are revealed when we use different extraction methods and correlate and rotate the dimension reduction solution.

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27 results on '"Hu Chuan-Peng"'

1. Data from the Human Penguin Project, a cross-national dataset testing social thermoregulation principles.

2. Data from the Human Penguin Project, a cross-national dataset testing social thermoregulation principles.

3. A multi-country test of brief reappraisal interventions on emotions during the COVID-19 pandemic

4. Centering inclusivity in the design of online conferences - An OHBM-Open Science perspective

5. To which world regions does the valence-dominance model of social perception apply?

6. To which world regions does the valence-dominance model of social perception apply?

7. To which world regions does the valence-dominance model of social perception apply?

8. To which world regions does the valence-dominance model of social perception apply?

9. To which world regions does the valence-dominance model of social perception apply?

10. 变量间的网络分析模型及其应用

11. Variability in the analysis of a single neuroimaging dataset by many teams.

12. Variability in the analysis of a single neuroimaging dataset by many teams

13. Variability in the analysis of a single neuroimaging dataset by many teams

14. Variability in the analysis of a single neuroimaging dataset by many teams.

15. Variability in the analysis of a single neuroimaging dataset by many teams

16. Variability in the analysis of a single neuroimaging dataset by many teams

17. Kama muta: Conceptualizing and measuring the experience often labelled being moved across 19 nations and 15 languages.

18. Data from the Human Penguin Project, a cross-national dataset testing social thermoregulation principles

19. Kama muta: Conceptualizing and measuring the experience often labelled being moved across 19 nations and 15 languages.

20. Data from the Human Penguin Project, a cross-national dataset testing social thermoregulation principles

21. Kama Muta: Conceptualizing and Measuring the Experience Often Labelled Being Moved Across 19 Nations and 15 Languages

22. Data from the Human Penguin Project: A cross-national dataset testing social thermoregulation principles

23. The Human Penguin Project: Climate, Social Integration, and Core Body Temperature

24. The Human Penguin Project: Climate, Social Integration, and Core Body Temperature

25. Does distance from the equator predict self-control? Lessons from the Human Penguin Project

26. Does distance from the equator predict self-control? Lessons from the Human Penguin Project

27. To which world regions does the valence–dominance model of social perception apply?

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27 results on '"Hu Chuan-Peng"'

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