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1. Unlocking the Emotional World of Visual Media: An Overview of the Science, Research, and Impact of Understanding Emotion

Author

Wang, James Z., Zhao, Sicheng, Wu, Chenyan, Adams, Reginald B., Newman, Michelle G., Shafir, Tal, and Tsachor, Rachelle

Subjects
Computer Science - Computer Vision and Pattern Recognition, Computer Science - Artificial Intelligence
Abstract

The emergence of artificial emotional intelligence technology is revolutionizing the fields of computers and robotics, allowing for a new level of communication and understanding of human behavior that was once thought impossible. While recent advancements in deep learning have transformed the field of computer vision, automated understanding of evoked or expressed emotions in visual media remains in its infancy. This foundering stems from the absence of a universally accepted definition of "emotion", coupled with the inherently subjective nature of emotions and their intricate nuances. In this article, we provide a comprehensive, multidisciplinary overview of the field of emotion analysis in visual media, drawing on insights from psychology, engineering, and the arts. We begin by exploring the psychological foundations of emotion and the computational principles that underpin the understanding of emotions from images and videos. We then review the latest research and systems within the field, accentuating the most promising approaches. We also discuss the current technological challenges and limitations of emotion analysis, underscoring the necessity for continued investigation and innovation. We contend that this represents a "Holy Grail" research problem in computing and delineate pivotal directions for future inquiry. Finally, we examine the ethical ramifications of emotion-understanding technologies and contemplate their potential societal impacts. Overall, this article endeavors to equip readers with a deeper understanding of the domain of emotion analysis in visual media and to inspire further research and development in this captivating and rapidly evolving field., Comment: Proceedings of the IEEE 2023

Published
2023
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2. The Aging Body

Author

Hess, Ursula, primary, Adams, Reginald B., additional, and Kleck, Robert E., additional

Published
2023
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14. Identifying Emotions Aroused from Paintings

Author

Lu, Xin, Sawant, Neela, Newman, Michelle G., Adams, Reginald B., Jr., Wang, James Z., Li, Jia, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Hua, Gang, editor, and Jégou, Hervé, editor

Published
2016
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18. Angry White Faces: A Contradiction of Racial Stereotypes and Emotion-Resembling Appearance

Author

Adams, Reginald B., Albohn, Daniel N., Hedgecoth, Nicole, Garrido, Carlos O., and Adams, Katharine Donnelly

Subjects
General Medicine, Research Article
Abstract

Machine learning findings suggest Eurocentric (aka White/European) faces structurally resemble anger more than Afrocentric (aka Black/African) faces (e.g., Albohn, 2020; Zebrowitz et al., 2010); however, Afrocentric faces are typically associated with anger more so than Eurocentric faces (e.g., Hugenberg & Bodenhausen, 2003, 2004). Here, we further examine counter-stereotypic associations between Eurocentric faces and anger, and Afrocentric faces and fear. In Study 1, using a computer vision algorithm, we demonstrate that neutral European American faces structurally resemble anger more and fear less than do African American faces. In Study 2, we then found that anger- and fear-resembling facial appearance influences perceived racial prototypicality in this same counter-stereotypic manner. In Study 3, we likewise found that imagined European American versus African American faces were rated counter-stereotypically (i.e., more like anger than fear) on key emotion-related facial characteristics (i.e., size of eyes, size of mouth, overall angularity of features). Finally in Study 4, we again found counter-stereotypic differences, this time in processing fluency, such that angry Eurocentric versus Afrocentric faces and fearful Afrocentric versus Eurocentric faces were categorized more accurately and quickly. Only in Study 5, using race-ambiguous interior facial cues coupled with Afrocentric versus Eurocentric hairstyles and skin tone, did we find the stereotypical effects commonly reported in the literature. These findings are consistent with the conclusion that the “angry Black” association in face perception is socially constructed in that structural cues considered prototypical of African American appearance conflict with common race-emotion stereotypes.

Published
2022

21. Slate 1: Inbar, Pizarro, Knobe & Bloom (2009) Study 1

Author

Schmidt, Kathleen, Nosek, Brian, Klein, Richard, Chang, Jen-Ho, Houdek, Petr, Pollmann, Monique, Tybur, Joshua, Stouten, Jeroen, Green, Eva, Busching, Robert, Ujhelyi, Adrienn, Kende, Anna, Berkics, Mihaly, Orosz, Gabor, Maitner, Angela, Street, Chris, Ebersole, Charles, Collisson, Brian, Thomae, Manuela, Cantarero, Katarzyna, Sobkow, Agata, Traczyk, Jakub, Neto, Felix, English, Alexander, Sirlopu, David, John, Melissa-Sue, Eller, Anja, Freyre, Miguel-Ángel, Smith-Castro, Vanessa, Pérez, Rolando, Torres-Fernández, David, Nichols, Austin, Sundfelt, Oskar, Karabati, Serdar, Cemalcilar, Zeynep, Kamiloglu, Roza, Theriault, Jordan, Young, Liane, Easterbrook, Matthew, Babalola, Mayowa, Barlow, Fiona, McIntyre, Jason, Marotta, Satia, Salomon, Erika, Vásquez-Echeverría, Alejandro, Packard, Grant, Gill, Tripat, Adams, Byron, Adams, Reginald, Nelson, Anthony, Steiner, Troy, Cai, Huajian, Tang, Andrew, Giessner, Steffen, Hai, Kakul, Verniers, Catherine, Kervyn, Nicolas, Friedman, Mike, Schönbrodt, Felix, Gnambs, Timo, Karick, Haruna, Cheong, Winnee, Carmichael, Cheryl, Curran, Paul, Kappes, Heather, Haigh, Matthew, Myachykov, Andriy, Smith, Michael, Malingumu, Winfrida, Aveyard, Mark, Ghoshal, Tanuka, Tear, Morgan, Saeri, Alexander, Murphy, Sean, Dozo, Nerisa, Sekerdej, Maciek, Sacco, Airi, Gonzalez, Roberto, Gomez, Angel, Vázquez, Alexandra, Vega, Diego, Doğulu, Canay, Alper, Sinan, Dalgar, Ilker, Huynh, Ho, Kurtz, Jaime, Welch, Cheryl, Berry, Daniel, Coleman, Jennifer, O'Donnell, Susan, Cushman, Fiery, Pinter, Brad, Edlund, John, Dukes, Kristin, Ruggs, Enrica, Finck, Carolyn, Jimenez-Leal, William, Durrheim, Kevin, Williams, Lisa, Govia, Ishtar, Inbar, Yoel, Verschoor, Mark, de Vries, Marieke, de Bruijn, Maaike, Maassen, Esther, Kurapov, German, Milfont, Taciano, Frankowska, Natalia, Bialobrzeska, Olga, Wronska, Marta, Lazarevic, Ljiljana, Knezevic, Goran, Petrovic, Boban, Međedović, Janko, Grahek, Ivan, Cicero, David, Sowden, Walter, Lewis, Neil, and Hall, Michael

Published
2022
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22. Slate 2: Hauser et al. (2007) Scenarios 3+4

Author

Schmidt, Kathleen, Nosek, Brian, Klein, Richard, Stouten, Jeroen, Chang, Jen-Ho, Houdek, Petr, Pollmann, Monique, Tybur, Joshua, Green, Eva, Busching, Robert, Ujhelyi, Adrienn, Kende, Anna, Berkics, Mihaly, Orosz, Gabor, Maitner, Angela, Street, Chris, Ebersole, Charles, Collisson, Brian, Thomae, Manuela, Cantarero, Katarzyna, Sobkow, Agata, Traczyk, Jakub, Neto, Felix, English, Alexander, Sirlopu, David, John, Melissa-Sue, Eller, Anja, Freyre, Miguel-Ángel, Smith-Castro, Vanessa, Pérez, Rolando, Torres-Fernández, David, Nichols, Austin, Sundfelt, Oskar, Karabati, Serdar, Cemalcilar, Zeynep, Kamiloglu, Roza, Theriault, Jordan, Young, Liane, Easterbrook, Matthew, Babalola, Mayowa, Barlow, Fiona, McIntyre, Jason, Marotta, Satia, Salomon, Erika, Vásquez-Echeverría, Alejandro, Packard, Grant, Gill, Tripat, Adams, Byron, Adams, Reginald, Nelson, Anthony, Steiner, Troy, Cai, Huajian, Tang, Andrew, Giessner, Steffen, Hai, Kakul, Verniers, Catherine, Kervyn, Nicolas, Friedman, Mike, Schönbrodt, Felix, Gnambs, Timo, Karick, Haruna, Cheong, Winnee, Carmichael, Cheryl, Curran, Paul, Kappes, Heather, Haigh, Matthew, Myachykov, Andriy, Smith, Michael, Malingumu, Winfrida, Aveyard, Mark, Ghoshal, Tanuka, Tear, Morgan, Saeri, Alexander, Murphy, Sean, Dozo, Nerisa, Sekerdej, Maciek, Sacco, Airi, Gonzalez, Roberto, Gomez, Angel, Vázquez, Alexandra, Vega, Diego, Doğulu, Canay, Alper, Sinan, Dalgar, Ilker, Huynh, Ho, Kurtz, Jaime, Welch, Cheryl, Berry, Daniel, Coleman, Jennifer, O'Donnell, Susan, Cushman, Fiery, Pinter, Brad, Edlund, John, Dukes, Kristin, Ruggs, Enrica, Finck, Carolyn, Jimenez-Leal, William, Durrheim, Kevin, Williams, Lisa, Govia, Ishtar, Inbar, Yoel, Verschoor, Mark, de Vries, Marieke, de Bruijn, Maaike, Maassen, Esther, Kurapov, German, Milfont, Taciano, Frankowska, Natalia, Bialobrzeska, Olga, Wronska, Marta, Lazarevic, Ljiljana, Knezevic, Goran, Petrovic, Boban, Međedović, Janko, Grahek, Ivan, Cicero, David, Sowden, Walter, Lewis, Neil, and Hall, Michael

Published
2022
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23. Slate 2: Risen & Gilovich (2008) Study 1

Author

Schmidt, Kathleen, Klein, Richard, Nosek, Brian, Pollmann, Monique, Chang, Jen-Ho, Houdek, Petr, Tybur, Joshua, Stouten, Jeroen, Green, Eva, Busching, Robert, Ujhelyi, Adrienn, Kende, Anna, Berkics, Mihaly, Orosz, Gabor, Maitner, Angela, Street, Chris, Ebersole, Charles, Collisson, Brian, Thomae, Manuela, Cantarero, Katarzyna, Sobkow, Agata, Traczyk, Jakub, Neto, Felix, English, Alexander, Sirlopu, David, John, Melissa-Sue, Eller, Anja, Freyre, Miguel-Ángel, Smith-Castro, Vanessa, Pérez, Rolando, Torres-Fernández, David, Nichols, Austin, Sundfelt, Oskar, Karabati, Serdar, Cemalcilar, Zeynep, Kamiloglu, Roza, Theriault, Jordan, Young, Liane, Easterbrook, Matthew, Babalola, Mayowa, Barlow, Fiona, McIntyre, Jason, Marotta, Satia, Salomon, Erika, Vásquez-Echeverría, Alejandro, Packard, Grant, Gill, Tripat, Adams, Byron, Adams, Reginald, Nelson, Anthony, Steiner, Troy, Cai, Huajian, Tang, Andrew, Giessner, Steffen, Hai, Kakul, Verniers, Catherine, Kervyn, Nicolas, Friedman, Mike, Schönbrodt, Felix, Gnambs, Timo, Karick, Haruna, Cheong, Winnee, Carmichael, Cheryl, Curran, Paul, Kappes, Heather, Haigh, Matthew, Myachykov, Andriy, Smith, Michael, Malingumu, Winfrida, Aveyard, Mark, Ghoshal, Tanuka, Tear, Morgan, Saeri, Alexander, Murphy, Sean, Dozo, Nerisa, Sekerdej, Maciek, Sacco, Airi, Gonzalez, Roberto, Gomez, Angel, Vázquez, Alexandra, Vega, Diego, Doğulu, Canay, Alper, Sinan, Dalgar, Ilker, Huynh, Ho, Kurtz, Jaime, Welch, Cheryl, Berry, Daniel, Coleman, Jennifer, O'Donnell, Susan, Cushman, Fiery, Pinter, Brad, Edlund, John, Dukes, Kristin, Ruggs, Enrica, Finck, Carolyn, Jimenez-Leal, William, Durrheim, Kevin, Williams, Lisa, Govia, Ishtar, Inbar, Yoel, Verschoor, Mark, de Vries, Marieke, de Bruijn, Maaike, Maassen, Esther, Kurapov, German, Milfont, Taciano, Frankowska, Natalia, Bialobrzeska, Olga, Wronska, Marta, Lazarevic, Ljiljana, Knezevic, Goran, Petrovic, Boban, Međedović, Janko, Grahek, Ivan, Cicero, David, Sowden, Walter, Lewis, Neil, and Hall, Michael

Published
2022
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24. Methods and Measures

Author

Schmidt, Kathleen, Klein, Richard, Nosek, Brian, Davis, William, Chang, Jen-Ho, Houdek, Petr, Pollmann, Monique, Tybur, Joshua, Stouten, Jeroen, Green, Eva, Busching, Robert, Ujhelyi, Adrienn, Kende, Anna, Berkics, Mihaly, Orosz, Gabor, Maitner, Angela, Street, Chris, Ebersole, Charles, Collisson, Brian, Thomae, Manuela, Cantarero, Katarzyna, Sobkow, Agata, Traczyk, Jakub, Neto, Felix, English, Alexander, Sirlopu, David, John, Melissa-Sue, Eller, Anja, Freyre, Miguel-Ángel, Smith-Castro, Vanessa, Pérez, Rolando, Torres-Fernández, David, Nichols, Austin, Sundfelt, Oskar, Karabati, Serdar, Cemalcilar, Zeynep, Kamiloglu, Roza, Theriault, Jordan, Young, Liane, Easterbrook, Matthew, Babalola, Mayowa, Barlow, Fiona, McIntyre, Jason, Marotta, Satia, Salomon, Erika, Vásquez-Echeverría, Alejandro, Packard, Grant, Gill, Tripat, Adams, Byron, Adams, Reginald, Nelson, Anthony, Steiner, Troy, Cai, Huajian, Tang, Andrew, Giessner, Steffen, Hai, Kakul, Verniers, Catherine, Kervyn, Nicolas, Friedman, Mike, Schönbrodt, Felix, Gnambs, Timo, Karick, Haruna, Cheong, Winnee, Carmichael, Cheryl, Curran, Paul, Kappes, Heather, Haigh, Matthew, Myachykov, Andriy, Smith, Michael, Malingumu, Winfrida, Aveyard, Mark, Ghoshal, Tanuka, Tear, Morgan, Saeri, Alexander, Murphy, Sean, Dozo, Nerisa, Sekerdej, Maciek, Sacco, Airi, Gonzalez, Roberto, Gomez, Angel, Vázquez, Alexandra, Vega, Diego, Doğulu, Canay, Alper, Sinan, Dalgar, Ilker, Huynh, Ho, Kurtz, Jaime, Welch, Cheryl, Berry, Daniel, Coleman, Jennifer, O'Donnell, Susan, Cushman, Fiery, Pinter, Brad, Edlund, John, Dukes, Kristin, Ruggs, Enrica, Finck, Carolyn, Jimenez-Leal, William, Durrheim, Kevin, Williams, Lisa, Govia, Ishtar, Inbar, Yoel, Verschoor, Mark, de Vries, Marieke, de Bruijn, Maaike, Maassen, Esther, Kurapov, German, Milfont, Taciano, Frankowska, Natalia, Bialobrzeska, Olga, Wronska, Marta, Lazarevic, Ljiljana, Knezevic, Goran, Petrovic, Boban, Međedović, Janko, Grahek, Ivan, Cicero, David, Sowden, Walter, Lewis, Neil, and Hall, Michael

Published
2022
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25. Many Labs 3: Participant Pool Edition

Author

Ebersole, Charles, Atherton, Olivia, Belanger, Aimee, Skulborstad, Hayley, Adams, Reginald, Allen, Jill, Banks, Jonathan, Baranski, Erica, Bernstein, Michael, Bonfiglio, Diane, Boucher, Leanne, Brown, Elizabeth, Budiman, Nancy, Cairo, Athena, Capaldi, Colin, Chartier, Christopher, Cicero, David, Coleman, Jennifer, Conway, Morgan, Davis, William, Devos, Thierry, Dopko, Raelyne, Grahe, Jon, German, Komi, Hicks, Joshua, Hermann, Anthony, Humphrey, Brandon, Johnson, David, Joy-Gaba, Jennifer, Juzeler, Hannah, Klein, Richard, Lucas, Richard, Lustgraaf, Christopher, Menon, Madhavi, Metzger, Mitchell, Moloney, Jaclyn, Morse, Patrick, Nelson, Anthony, Prislin, Radmila, Razza, Timothy, Re, Daniel, Rule, Nicholas, Sacco, Donald, Sauerberger, Kyle, Shultz, Megan, Smith, Jessi, Sobocko, Karin, Steiner, Troy, Sternglanz, R. Weylin, Tskhay, Konstantin, Vaughn, Leigh Ann, van Allen, Zack, Walker, Ryan, Wilson, John, Wirth, James, Wortman, Jessica, Zelenski, John, and Nosek, Brian

Subjects
replication, participant pools, semester effects, ComputingMilieux_COMPUTERSANDEDUCATION, social psychology
Abstract

Many Labs 3 is a crowdsourced project that will systematically evaluate time-of-semester effects across many participant pools. The project team will create a single experimental protocol assessing 10 known effects within 30 minutes. As many labs that can join will administer the same protocol across the academic semester. The aggregate data will provide high-powered evidence whether time-of-semester moderates the detectability of effects. Effects will be selected based on the lay theories of what is likely to be influenced by time of semester.

Published
2022
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26. Slate 1: Graham, Haidt, & Nosek (2009) Study 1

Author

Schmidt, Kathleen, Coen, Sharon, Keller, Victor, Nosek, Brian, Klein, Richard, Chang, Jen-Ho, Houdek, Petr, Pollmann, Monique, Tybur, Joshua, Stouten, Jeroen, Green, Eva, Busching, Robert, Ujhelyi, Adrienn, Kende, Anna, Berkics, Mihaly, Orosz, Gabor, Maitner, Angela, Street, Chris, Ebersole, Charles, Collisson, Brian, Thomae, Manuela, Cantarero, Katarzyna, Sobkow, Agata, Traczyk, Jakub, Neto, Felix, English, Alexander, Sirlopu, David, John, Melissa-Sue, Eller, Anja, Freyre, Miguel-Ángel, Smith-Castro, Vanessa, Pérez, Rolando, Torres-Fernández, David, Nichols, Austin, Sundfelt, Oskar, Karabati, Serdar, Cemalcilar, Zeynep, Kamiloglu, Roza, Theriault, Jordan, Young, Liane, Easterbrook, Matthew, Babalola, Mayowa, Barlow, Fiona, McIntyre, Jason, Marotta, Satia, Salomon, Erika, Vásquez-Echeverría, Alejandro, Packard, Grant, Gill, Tripat, Adams, Byron, Adams, Reginald, Nelson, Anthony, Steiner, Troy, Cai, Huajian, Tang, Andrew, Giessner, Steffen, Hai, Kakul, Verniers, Catherine, Kervyn, Nicolas, Friedman, Mike, Schönbrodt, Felix, Gnambs, Timo, Karick, Haruna, Cheong, Winnee, Carmichael, Cheryl, Curran, Paul, Kappes, Heather, Haigh, Matthew, Myachykov, Andriy, Smith, Michael, Malingumu, Winfrida, Aveyard, Mark, Ghoshal, Tanuka, Tear, Morgan, Saeri, Alexander, Murphy, Sean, Dozo, Nerisa, Sekerdej, Maciek, Sacco, Airi, Gonzalez, Roberto, Gomez, Angel, Vázquez, Alexandra, Vega, Diego, Doğulu, Canay, Alper, Sinan, Dalgar, Ilker, Huynh, Ho, Kurtz, Jaime, Welch, Cheryl, Berry, Daniel, Coleman, Jennifer, O'Donnell, Susan, Cushman, Fiery, Pinter, Brad, Edlund, John, Dukes, Kristin, Ruggs, Enrica, Finck, Carolyn, Jimenez-Leal, William, Durrheim, Kevin, Williams, Lisa, Govia, Ishtar, Inbar, Yoel, Verschoor, Mark, de Vries, Marieke, de Bruijn, Maaike, Maassen, Esther, Kurapov, German, Milfont, Taciano, Frankowska, Natalia, Bialobrzeska, Olga, Wronska, Marta, Lazarevic, Ljiljana, Knezevic, Goran, Petrovic, Boban, Međedović, Janko, Grahek, Ivan, Cicero, David, Sowden, Walter, Lewis, Neil, and Hall, Michael

Published
2022
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27. ML2: The Effects

Author

Klein, Richard, Grahe, Jon, Levitan, Carmel, Schmidt, Kathleen, Vianello, Michelangelo, Axt, Jordan, Bahník, Štěpán, Bernstein, Michael, Bocian, Konrad, Brandt, Mark, Chandler, Jesse, Chatard, Armand, CHEN, Eva, Coen, Sharon, Conway, Morgan, Corker, Katherine, Davis, William, Devos, Thierry, Dunham, Yarrow, Galliani, Elisa, Haines, Elizabeth, Hasselman, Fred, Hicks, Joshua, Huntsinger, Jeffrey, IJzerman, Hans, Joy-Gaba, Jennifer, Kappes, Andreas, Keller, Victor, Krueger, Lacy, Lakens, Daniel, Mallett, Robyn, Morris, Wendy, Oikawa, Masanori, Pilati, Ronaldo, Rutchick, Abraham, Skorinko, Jeanine, van 't Veer, Anna, Vaughn, Leigh Ann, Vranka, Marek, Wichman, Aaron, Woodzicka, Julie, Zelenski, John, Nosek, Brian, Heffernan, Marie, Dalla Rosa, Anna, van Assen, Marcel, Innes-Ker, Åse, Lins, Samuel, Chang, Jen-Ho, Houdek, Petr, Pollmann, Monique, Tybur, Joshua, Stouten, Jeroen, Green, Eva, Busching, Robert, Ujhelyi, Adrienn, Kende, Anna, Berkics, Mihaly, Orosz, Gabor, Maitner, Angela, Street, Chris, Ebersole, Charles, Collisson, Brian, Thomae, Manuela, Cantarero, Katarzyna, Sobkow, Agata, Traczyk, Jakub, Neto, Felix, English, Alexander, Sirlopu, David, John, Melissa-Sue, Eller, Anja, Freyre, Miguel-Ángel, Smith-Castro, Vanessa, Pérez, Rolando, Torres-Fernández, David, Nichols, Austin, Sundfelt, Oskar, Karabati, Serdar, Cemalcilar, Zeynep, Kamiloglu, Roza, Theriault, Jordan, Young, Liane, Easterbrook, Matthew, Babalola, Mayowa, Barlow, Fiona, McIntyre, Jason, Marotta, Satia, Salomon, Erika, Vásquez-Echeverría, Alejandro, Packard, Grant, Gill, Tripat, Adams, Byron, Adams, Reginald, Nelson, Anthony, Steiner, Troy, Cai, Huajian, Tang, Andrew, Giessner, Steffen, Hai, Kakul, Verniers, Catherine, Kervyn, Nicolas, Friedman, Mike, Schönbrodt, Felix, Gnambs, Timo, Karick, Haruna, Cheong, Winnee, Carmichael, Cheryl, Curran, Paul, Kappes, Heather, Haigh, Matthew, Myachykov, Andriy, Smith, Michael, Malingumu, Winfrida, Aveyard, Mark, Ghoshal, Tanuka, Tear, Morgan, Saeri, Alexander, Murphy, Sean, Dozo, Nerisa, Sekerdej, Maciek, Sacco, Airi, Gonzalez, Roberto, Gomez, Angel, Vázquez, Alexandra, Vega, Diego, Doğulu, Canay, Alper, Sinan, Dalgar, Ilker, Huynh, Ho, Kurtz, Jaime, Welch, Cheryl, Berry, Daniel, Coleman, Jennifer, O'Donnell, Susan, Cushman, Fiery, Pinter, Brad, Edlund, John, Dukes, Kristin, Ruggs, Enrica, Finck, Carolyn, Jimenez-Leal, William, Durrheim, Kevin, Williams, Lisa, Govia, Ishtar, Inbar, Yoel, Verschoor, Mark, de Vries, Marieke, de Bruijn, Maaike, Maassen, Esther, Kurapov, German, Milfont, Taciano, Frankowska, Natalia, Bialobrzeska, Olga, Wronska, Marta, Lazarevic, Ljiljana, Knezevic, Goran, Petrovic, Boban, Međedović, Janko, Grahek, Ivan, Cicero, David, Sowden, Walter, Lewis, Neil, and Hall, Michael

Published
2022
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28. Slate 1: Alter, Oppenheimer, Epley & Eyre (2007) Study 4

Author

Schmidt, Kathleen, Klein, Richard, Nosek, Brian, Krueger, Lacy, Chang, Jen-Ho, Houdek, Petr, Pollmann, Monique, Tybur, Joshua, Stouten, Jeroen, Green, Eva, Busching, Robert, Ujhelyi, Adrienn, Kende, Anna, Berkics, Mihaly, Orosz, Gabor, Maitner, Angela, Street, Chris, Ebersole, Charles, Collisson, Brian, Thomae, Manuela, Cantarero, Katarzyna, Sobkow, Agata, Traczyk, Jakub, Neto, Felix, English, Alexander, Sirlopu, David, John, Melissa-Sue, Eller, Anja, Freyre, Miguel-Ángel, Smith-Castro, Vanessa, Pérez, Rolando, Torres-Fernández, David, Nichols, Austin, Sundfelt, Oskar, Karabati, Serdar, Cemalcilar, Zeynep, Kamiloglu, Roza, Theriault, Jordan, Young, Liane, Easterbrook, Matthew, Babalola, Mayowa, Barlow, Fiona, McIntyre, Jason, Marotta, Satia, Salomon, Erika, Vásquez-Echeverría, Alejandro, Packard, Grant, Gill, Tripat, Adams, Byron, Adams, Reginald, Nelson, Anthony, Steiner, Troy, Cai, Huajian, Tang, Andrew, Giessner, Steffen, Hai, Kakul, Verniers, Catherine, Kervyn, Nicolas, Friedman, Mike, Schönbrodt, Felix, Gnambs, Timo, Karick, Haruna, Cheong, Winnee, Carmichael, Cheryl, Curran, Paul, Kappes, Heather, Haigh, Matthew, Myachykov, Andriy, Smith, Michael, Malingumu, Winfrida, Aveyard, Mark, Ghoshal, Tanuka, Tear, Morgan, Saeri, Alexander, Murphy, Sean, Dozo, Nerisa, Sekerdej, Maciek, Sacco, Airi, Gonzalez, Roberto, Gomez, Angel, Vázquez, Alexandra, Vega, Diego, Doğulu, Canay, Alper, Sinan, Dalgar, Ilker, Huynh, Ho, Kurtz, Jaime, Welch, Cheryl, Berry, Daniel, Coleman, Jennifer, O'Donnell, Susan, Cushman, Fiery, Pinter, Brad, Edlund, John, Dukes, Kristin, Ruggs, Enrica, Finck, Carolyn, Jimenez-Leal, William, Durrheim, Kevin, Williams, Lisa, Govia, Ishtar, Inbar, Yoel, Verschoor, Mark, de Vries, Marieke, de Bruijn, Maaike, Maassen, Esther, Kurapov, German, Milfont, Taciano, Frankowska, Natalia, Bialobrzeska, Olga, Wronska, Marta, Lazarevic, Ljiljana, Knezevic, Goran, Petrovic, Boban, Međedović, Janko, Grahek, Ivan, Cicero, David, Sowden, Walter, Lewis, Neil, and Hall, Michael

Published
2022
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29. Slate 2: Knobe (2003) Study 1

Author

Schmidt, Kathleen, Klein, Richard, Nosek, Brian, Davis, William, Chang, Jen-Ho, Houdek, Petr, Pollmann, Monique, Tybur, Joshua, Stouten, Jeroen, Green, Eva, Busching, Robert, Ujhelyi, Adrienn, Kende, Anna, Berkics, Mihaly, Orosz, Gabor, Maitner, Angela, Street, Chris, Ebersole, Charles, Collisson, Brian, Thomae, Manuela, Cantarero, Katarzyna, Sobkow, Agata, Traczyk, Jakub, Neto, Felix, English, Alexander, Sirlopu, David, John, Melissa-Sue, Eller, Anja, Freyre, Miguel-Ángel, Smith-Castro, Vanessa, Pérez, Rolando, Torres-Fernández, David, Nichols, Austin, Sundfelt, Oskar, Karabati, Serdar, Cemalcilar, Zeynep, Kamiloglu, Roza, Theriault, Jordan, Young, Liane, Easterbrook, Matthew, Babalola, Mayowa, Barlow, Fiona, McIntyre, Jason, Marotta, Satia, Salomon, Erika, Vásquez-Echeverría, Alejandro, Packard, Grant, Gill, Tripat, Adams, Byron, Adams, Reginald, Nelson, Anthony, Steiner, Troy, Cai, Huajian, Tang, Andrew, Giessner, Steffen, Hai, Kakul, Verniers, Catherine, Kervyn, Nicolas, Friedman, Mike, Schönbrodt, Felix, Gnambs, Timo, Karick, Haruna, Cheong, Winnee, Carmichael, Cheryl, Curran, Paul, Kappes, Heather, Haigh, Matthew, Myachykov, Andriy, Smith, Michael, Malingumu, Winfrida, Aveyard, Mark, Ghoshal, Tanuka, Tear, Morgan, Saeri, Alexander, Murphy, Sean, Dozo, Nerisa, Sekerdej, Maciek, Sacco, Airi, Gonzalez, Roberto, Gomez, Angel, Vázquez, Alexandra, Vega, Diego, Doğulu, Canay, Alper, Sinan, Dalgar, Ilker, Huynh, Ho, Kurtz, Jaime, Welch, Cheryl, Berry, Daniel, Coleman, Jennifer, O'Donnell, Susan, Cushman, Fiery, Pinter, Brad, Edlund, John, Dukes, Kristin, Ruggs, Enrica, Finck, Carolyn, Jimenez-Leal, William, Durrheim, Kevin, Williams, Lisa, Govia, Ishtar, Inbar, Yoel, Verschoor, Mark, de Vries, Marieke, de Bruijn, Maaike, Maassen, Esther, Kurapov, German, Milfont, Taciano, Frankowska, Natalia, Bialobrzeska, Olga, Wronska, Marta, Lazarevic, Ljiljana, Knezevic, Goran, Petrovic, Boban, Međedović, Janko, Grahek, Ivan, Cicero, David, Sowden, Walter, Lewis, Neil, and Hall, Michael

Published
2022
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30. Many Labs 3: Evaluating participant pool quality across the academic semester via replication

Author

Ebersole, Charles, Atherton, Olivia, Belanger, Aimee, Skulborstad, Hayley, Adams, Reginald, Allen, Jill, Banks, Jonathan, Baranski, Erica, Bernstein, Michael, Bonfiglio, Diane, Boucher, Leanne, Brown, Elizabeth, Budiman, Nancy, Capaldi, Colin, Chartier, Christopher, Cicero, David, Coleman, Jennifer, Conway, Morgan, Davis, William, Devos, Thierry, Dopko, Raelyne, Grahe, Jon, German, Komi, Hicks, Joshua, Hermann, Anthony, Humphrey, Brandon, Johnson, David, Joy-Gaba, Jennifer, Juzeler, Hannah, Klein, Richard, Lucas, Richard, Lustgraaf, Christopher, Menon, Madhavi, Metzger, Mitchell, Moloney, Jaclyn, Morse, Patrick, Nelson, Anthony, Prislin, Radmila, Razza, Timothy, Re, Daniel, Rule, Nicholas, Sacco, Donald, Sauerberger, Kyle, Shultz, Megan, Smith, Jessi, Sobocko, Karin, Steiner, Troy, Sternglanz, R. Weylin, Tskhay, Konstantin, Vaughn, Leigh Ann, van Allen, Zack, Walker, Ryan, Wilson, John, Wirth, James, Wortman, Jessica, Zelenski, John, and Nosek, Brian

Subjects
replication, participant pools, semester effects, ComputingMilieux_COMPUTERSANDEDUCATION, social psychology, Social and Behavioral Sciences
Abstract

Many Labs 3 is a crowdsourced project that will systematically evaluate time-of-semester effects across many participant pools. The project team will create a single experimental protocol assessing 10 known effects within 30 minutes. As many labs as can join will administer the same protocol across the academic semester. The aggregate data will provide high-powered evidence whether time-of-semester moderates the detectability of effects. Effects will be selected based on the lay theories of what is likely to be influenced by time of semester.

Published
2022
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31. Methods and Measures

Author

Coen, Sharon, Schmidt, Kathleen, Keller, Victor, Nosek, Brian, Klein, Richard, Chang, Jen-Ho, Houdek, Petr, Pollmann, Monique, Tybur, Joshua, Stouten, Jeroen, Green, Eva, Busching, Robert, Ujhelyi, Adrienn, Kende, Anna, Berkics, Mihaly, Orosz, Gabor, Maitner, Angela, Street, Chris, Ebersole, Charles, Collisson, Brian, Thomae, Manuela, Cantarero, Katarzyna, Sobkow, Agata, Traczyk, Jakub, Neto, Felix, English, Alexander, Sirlopu, David, John, Melissa-Sue, Eller, Anja, Freyre, Miguel-Ángel, Smith-Castro, Vanessa, Pérez, Rolando, Torres-Fernández, David, Nichols, Austin, Sundfelt, Oskar, Karabati, Serdar, Cemalcilar, Zeynep, Kamiloglu, Roza, Theriault, Jordan, Young, Liane, Easterbrook, Matthew, Babalola, Mayowa, Barlow, Fiona, McIntyre, Jason, Marotta, Satia, Salomon, Erika, O'Connor, Akira, Vásquez-Echeverría, Alejandro, Packard, Grant, Gill, Tripat, Adams, Byron, Adams, Reginald, Nelson, Anthony, Steiner, Troy, Cai, Huajian, Tang, Andrew, Giessner, Steffen, Hai, Kakul, Verniers, Catherine, Kervyn, Nicolas, Friedman, Mike, Schönbrodt, Felix, Gnambs, Timo, Karick, Haruna, Cheong, Winnee, Carmichael, Cheryl, Curran, Paul, Kappes, Heather, Haigh, Matthew, Myachykov, Andriy, Smith, Michael, Malingumu, Winfrida, Aveyard, Mark, Ghoshal, Tanuka, Tear, Morgan, Saeri, Alexander, Murphy, Sean, Dozo, Nerisa, Sekerdej, Maciek, Sacco, Airi, Gonzalez, Roberto, Gomez, Angel, Vázquez, Alexandra, Vega, Diego, Doğulu, Canay, Alper, Sinan, Dalgar, Ilker, Huynh, Ho, Kurtz, Jaime, Welch, Cheryl, Berry, Daniel, Coleman, Jennifer, O'Donnell, Susan, Cushman, Fiery, Pinter, Brad, Edlund, John, Dukes, Kristin, Ruggs, Enrica, Finck, Carolyn, Jimenez-Leal, William, Durrheim, Kevin, Williams, Lisa, Govia, Ishtar, Inbar, Yoel, Verschoor, Mark, de Vries, Marieke, de Bruijn, Maaike, Maassen, Esther, Kurapov, German, Milfont, Taciano, Frankowska, Natalia, Bialobrzeska, Olga, Wronska, Marta, Lazarevic, Ljiljana, Knezevic, Goran, Petrovic, Boban, Međedović, Janko, Grahek, Ivan, Cicero, David, Sowden, Walter, Lewis, Neil, and Hall, Michael

Published
2022
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32. Analysis Scripts

Author

Vianello, Michelangelo, Klein, Richard, Ratliff, Kate, Nosek, Brian, Pilati, Ronaldo, Devos, Thierry, Galliani, Elisa, Brandt, Mark, van 't Veer, Anna, Rutchick, Abraham, Schmidt, Kathleen, Bahník, Štěpán, Vranka, Marek, IJzerman, Hans, Hasselman, Fred, Joy-Gaba, Jennifer, Chandler, Jesse, Vaughn, Leigh Ann, Brumbaugh, Claudia, van Swol, Lyn, Wichman, Aaron, Packard, Grant, Brooks, Beach, Cemalcilar, Zeynep, Storbeck, Justin, Bocian, Konrad, Levitan, Carmel, Bernstein, Michael, Krueger, Lacy, Eisner, Matthew, Davis, William, Nier, Jason, Nelson, Anthony, Steiner, Troy, Mallett, Robyn, Thompson, Donna, Huntsinger, Jeffrey, Morris, Wendy, Skorinko, Jeanine, Kappes, Heather, Adams, Reginald, Cheong, Winnee, Frankowska, Natalia, Hicks, Joshua, John, Melissa-Sue, Kurtz, Jaime, Smith, Robert, Woodzicka, Julie, Hovermale, James, Hunt, S., and Furrow, David

Published
2022
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33. Methods and Study Materials

Author

Klein, Richard, Ratliff, Kate, Nosek, Brian, Vianello, Michelangelo, Pilati, Ronaldo, Devos, Thierry, Galliani, Elisa, Brandt, Mark, van 't Veer, Anna, Rutchick, Abraham, Schmidt, Kathleen, Bahník, Štěpán, Vranka, Marek, IJzerman, Hans, Hasselman, Fred, Joy-Gaba, Jennifer, Chandler, Jesse, Vaughn, Leigh Ann, Brumbaugh, Claudia, van Swol, Lyn, Wichman, Aaron, Packard, Grant, Brooks, Beach, Cemalcilar, Zeynep, Storbeck, Justin, Bocian, Konrad, Levitan, Carmel, Bernstein, Michael, Krueger, Lacy, Eisner, Matthew, Davis, William, Nier, Jason, Nelson, Anthony, Steiner, Troy, Mallett, Robyn, Thompson, Donna, Huntsinger, Jeffrey, Morris, Wendy, Skorinko, Jeanine, Kappes, Heather, Adams, Reginald, Cheong, Winnee, Frankowska, Natalia, Hicks, Joshua, John, Melissa-Sue, Kurtz, Jaime, Smith, Robert, Woodzicka, Julie, Hovermale, James, Hunt, S., and Furrow, David

Published
2022
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34. Differentially Tuned Responses to Restricted versus Prolonged Awareness of Threat: A Preliminary fMRI Investigation

Author

Adams, Reginald B., Franklin, Robert G., and Nelson, Anthony J.

Abstract

Responses to threat occur via two known independent processing routes. We propose that early, reflexive processing is predominantly tuned to the detection of congruent combinations of facial cues that signal threat, whereas later, reflective processing is predominantly tuned to incongruent combinations of threat. To test this prediction, we examined responses to threat-gaze expression pairs (anger versus fear expression by direct versus averted gaze). We report on two functional magnetic resonance imaging (fMRI) studies, one employing prolonged presentations (2 s) of threat-gaze pairs to allow for reflective processing (Study 1), and one employing severely restricted (33 ms), backward masked presentations of threat-gaze pairs to isolate reflexive neural responding (Study 2). Our findings offer initial support for the conclusion that early, reflexive responses to threat are predominantly tuned to congruent threat-gaze pairings, whereas later reflective responses are predominantly tuned to ambiguous threat-gaze pairings. These findings highlight a distinct dual function in threat perception. (Contains 2 figures and 2 tables.)

Published
2011
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36. The Two Sides of Beauty: Laterality and the Duality of Facial Attractiveness

Author

Franklin, Robert G. and Adams, Reginald B.

Abstract

We hypothesized that facial attractiveness represents a dual judgment, a combination of reward-based, sexual processes, and aesthetic, cognitive processes. Herein we describe a study that demonstrates that sexual and nonsexual processes both contribute to attractiveness judgments and that these processes can be dissociated. Female participants rated the "general" attractiveness of faces presented in either their left or right visual field. In order to examine sexual and nonsexual components of these judgments, general attractiveness ratings were correlated with ratings of these same faces made by two independent groups of raters in two specific contexts, one sexual and one nonsexual. Based on an items analysis, partial correlation coefficients were computed for each individual and used as the dependent variable of interest in a 2 (laterality: right, left) by 2 (context: sexual, nonsexual) ANOVA. This analysis revealed an interaction such that faces rated in a sexual context better predicted attractiveness ratings of faces shown in the left than right visual field, whereas faces rated in a nonsexual context better predicted attractiveness of faces shown in the right than left visual field. This finding is consistent with the assertion that sexual and nonsexual preferences involve predominantly lateralized processing routes that independently contribute to what is perceived to be attractive. (Contains 1 figure.)

Published
2010
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42. Theory Building through Replication: Response to Commentaries on the “Many Labs” Replication Project

Author

Klein, Richard Anthony, primary, Ratliff, Kate A., additional, Vianello, Michelangelo, additional, Adams, Reginald B., additional, Bahník, Štěpán, additional, Bernstein, Michael, additional, Bocian, Konrad, additional, Brandt, Mark, additional, Brooks, Beach Smith, additional, Brumbaugh, Claudia Chloe, additional, Cemalcilar, Zeynep, additional, Chandler, Jesse J., additional, Cheong, Winnee, additional, Davis, William E., additional, Devos, Thierry, additional, Eisner, Matthew, additional, Frankowska, Natalia, additional, Furrow, David, additional, Galliani, Elisa Maria, additional, Hasselman, Fred, additional, Hicks, Joshua A., additional, Hovermale, James F., additional, Hunt, S. Jane, additional, Huntsinger, Jeffrey R., additional, IJzerman, Hans, additional, John, Melissa-Sue, additional, Joy-Gaba, Jennifer, additional, Kappes, Heather Barry, additional, Krueger, Lacy Elise, additional, Kurtz, Jaime, additional, Levitan, Carmel, additional, Mallett, Robyn, additional, Morris, Wendy, additional, Nelson, Anthony J., additional, Nier, Jason A., additional, Packard, Grant, additional, Pilati, Ronaldo, additional, Rutchick, Abraham M., additional, Schmidt, Kathleen, additional, Skorinko, Jeanine, additional, Smith, Robert, additional, Steiner, Troy G., additional, Storbeck, Justin, additional, van Swol, Lyn, additional, Thompson, Donna, additional, van 't Veer, Anna Elisabeth, additional, Vaughn, Leigh Ann, additional, Vranka, Marek Albert, additional, Wichman, Aaron Lee, additional, Woodzicka, Julie A., additional, and Nosek, Brian A., additional

Published
2022
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43. Data from Investigating Variation in Replicability: A “Many Labs” Replication Project

Author

Klein, Richard Anthony, primary, Ratliff, Kate A., additional, Vianello, Michelangelo, additional, Adams, Reginald B., additional, Bahník, Štěpán, additional, Bernstein, Michael Jason, additional, Bocian, Konrad, additional, Brandt, Mark John, additional, Brooks, Beach Smith, additional, Brumbaugh, Claudia Chloe, additional, Cemalcilar, Zeynep, additional, Chandler, Jesse J., additional, Cheong, Winnee, additional, Davis, William E., additional, Devos, Thierry, additional, Eisner, Matthew, additional, Frankowska, Natalia, additional, Furrow, David, additional, Galliani, Elisa Maria, additional, Hasselman, Fred, additional, Hicks, Joshua A., additional, Hovermale, James F., additional, Hunt, S. Jane, additional, Huntsinger, Jeffrey R., additional, IJzerman, Hans, additional, John, Melissa-Sue, additional, Joy-Gaba, Jennifer Alana, additional, Kappes, Heather Barry, additional, Krueger, Lacy Elise, additional, Kurtz, Jaime, additional, Levitan, Carmel, additional, Mallett, Robyn, additional, Morris, Wendy, additional, Nelson, Anthony J., additional, Nier, Jason A., additional, Packard, Grant, additional, Pilati, Ronaldo, additional, Rutchick, Abraham M., additional, Schmidt, Kathleen, additional, Skorinko, Jeanine, additional, Smith, Robert, additional, Steiner, Troy G., additional, Storbeck, Justin, additional, van Swol, Lyn, additional, Thompson, Donna, additional, van 't Veer, Anna Elisabeth, additional, Vaughn, Leigh Ann, additional, Vranka, Marek Albert, additional, Wichman, Aaron Lee, additional, Woodzicka, Julie A., additional, and Nosek, Brian A., additional

Published
2022
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44. Investigating Variation in Replicability: A “Many Labs” Replication Project

Author

Klein, Richard Anthony, primary, Ratliff, Kate A., additional, Vianello, Michelangelo, additional, Adams, Reginald B., additional, Bahník, Štěpán, additional, Bernstein, Michael, additional, Bocian, Konrad, additional, Brandt, Mark, additional, Brooks, Beach Smith, additional, Brumbaugh, Claudia Chloe, additional, Cemalcilar, Zeynep, additional, Chandler, Jesse J., additional, Cheong, Winnee, additional, Davis, William E., additional, Devos, Thierry, additional, Eisner, Matthew, additional, Frankowska, Natalia, additional, Furrow, David, additional, Galliani, Elisa Maria, additional, Hasselman, Fred, additional, Hicks, Joshua A., additional, Hovermale, James F., additional, Hunt, S. Jane, additional, Huntsinger, Jeffrey R., additional, IJzerman, Hans, additional, John, Melissa-Sue, additional, Joy-Gaba, Jennifer Alana, additional, Kappes, Heather Barry, additional, Krueger, Lacy Elise, additional, Kurtz, Jaime, additional, Levitan, Carmel, additional, Mallett, Robyn, additional, Morris, Wendy, additional, Nelson, Anthony J., additional, Nier, Jason A., additional, Packard, Grant, additional, Pilati, Ronaldo, additional, Rutchick, Abraham M., additional, Schmidt, Kathleen, additional, Skorinko, Jeanine, additional, Steiner, Troy G., additional, Storbeck, Justin, additional, van Swol, Lyn, additional, Thompson, Donna, additional, van 't Veer, Anna Elisabeth, additional, Vaughn, Leigh Ann, additional, Vranka, Marek Albert, additional, Wichman, Aaron Lee, additional, Woodzicka, Julie A., additional, and Nosek, Brian A., additional

Published
2022
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48. Polling the face: prediction and consensus across cultures

Author

Rule, Nicholas O., Ambady, Nalini, Adams, Reginald B., Jr., Ozono, Hiroki, Nakashima, Satoshi, Yoshikawa, Sakiko, and Watabe, Motoki

Subjects
Ethnopsychology -- Research, Inference -- Demographic aspects, Psychology and mental health, Sociology and social work
Abstract

Previous work has shown that individuals agree across cultures on the traits that they infer from faces. Previous work has also shown that inferences from faces can be predictive of important outcomes within cultures. The current research merges these two lines of work. In a series of cross-cultural studies, the authors asked American and Japanese participants to provide naive inferences of traits from the faces of U.S. political candidates (Studies 1 and 3) and Japanese political candidates (Studies 2 and 4). Perceivers showed high agreement in their ratings of the faces, regardless of culture, and both sets of judgments were predictive of an important ecological outcome (the percentage of votes that each candidate received in the actual election). The traits predicting electoral success differed, however, depending on the targets' culture. Thus, when American and Japanese participants were asked to provide explicit inferences of how likely each candidate would be to win an election (Studies 3-4), judgments were predictive only for same-culture candidates. Attempts to infer the electoral success for the foreign culture showed evidence of self-projection. Therefore, perceivers can reliably infer predictive information from faces but require knowledge about the target's culture to make these predictions accurately. Keywords: person perception, cross-cultural psychology, nonverbal behavior Supplemental materials: http://dx.doi.org/10.1037/a0017673.supp

Published
2010
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49. Cross-cultural reading the mind in the eyes: an fMRI investigation

Author

Adams, Reginald B., Jr., Rule, Nicholas O., Franklin, Robert G., Jr., Wang, Elsie, Stevenson, Michael T., Yoshikawa, Sakiko, Nomura, Mitsue, Sato, Wataru, Kveraga, Kestutis, and Ambady, Nalini

Subjects
Reasoning -- Research, Ethnopsychology -- Research, Health, Psychology and mental health
Published
2010

50. Theory Building Through Replication: Response to Commentaries on the “Many Labs” Replication Project

Author

Klein, Richard A., Ratliff, Kate A., Vianello, Michelangelo, Adams, Reginald B., Jr., Bahník, Štěpán, Bernstein, Michael J., Bocian, Konrad, Brandt, Mark J., Brooks, Beach, Brumbaugh, Claudia Chloe, Cemalcilar, Zeynep, Chandler, Jesse, Cheong, Winnee, Davis, William E., Devos, Thierry, Eisner, Matthew, Frankowska, Natalia, Furrow, David, Galliani, Elisa Maria, Hasselman, Fred, Hicks, Joshua A., Hovermale, James F., Hunt, Jane S., Huntsinger, Jeffrey R., IJzerman, Hans, John, Melissa-Sue, Joy-Gaba, Jennifer A., Kappes, Heather Barry, Krueger, Lacy E., Kurtz, Jaime, Levitan, Carmel A., Mallett, Robyn K, Morris, Wendy L., Nelson, Anthony J., Nier, Jason A., Packard, Grant, Pilati, Ronaldo, Rutchick, Abraham M., Schmidt, Kathleen, Skorinko, Jeanine L., Smith, Robert, Steiner, Troy G., Storbeck, Justin, Van Swol, Lyn M., Thompson, Donna, van ʼt Veer, A. E., Vaughn, Leigh Ann, Vranka, Marek, Wichman, Aaron L., Woodzicka, Julie A., and Nosek, Brian A

Published
2014

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