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To which world regions does the valence–dominance model of social perception apply?
Benedict C. Jones, Lisa M. DeBruine, Jessica Kay Flake, Marco Tullio Liuzza, Jan Antfolk, Nwadiogo Chisom Arinze, Izuchukwu L. G. Ndukaihe, Nicholas Bloxsom, Savannah C Lewis, Francesco Foroni, Megan Willis, Carmelo P. Cubillas, Miguel A. Vadillo, Enrique Turiégano, Michael Gilead, Almog Simchon, S. Adil Sarıbay, Nicholas Owsley, Chaning Jang, Georgina Mburu, Dustin P. Calvillo, Anna Włodarczyk, Yue Qi, Kris Ariyabuddhiphongs, Somboon Jarukasemthawee, Harry Manley, Panita Suavansri, Nattasuda Taephant, Ryan M. Stolier, Thomas Rhys Evans, Judson Bonick, Jan Lindemans, Logan F. Ashworth, Amanda Hahn, Coralie Chevallier, Aycan Kapucu, Aslan Karaaslan, Juan David Leongómez, Óscar Reyes Sánchez, Eugenio Valderrama, Milena Vásquez-Amézquita, Nándor Hajdú, Balázs Aczél, Péter Szécsi, Michael R. Andreychik, Erica D. Musser, Carlota Batres, Hu Chuan-Peng, Qing-Lan Liu, Nicole Legate, Leigh Ann Vaughn, Krystian Barzykowski, Karolina Golik, Irina Schmid, Stefan Stieger, Richard Artner, Chiel Mues, Wolf Vanpaemel, Zhongqing Jiang, Qi Wu, Gabriela Mariana Marcu, Ian D. Stephen, Jackson G. Lu, Michael Philipp, Jack Arnal, Eric Hehman, Sally Y Xie, William J. Chopik, Martin Seehuus, Soufian Azouaghe, Abdelkarim Belhaj, Jamal Elouafa, John Paul Wilson, Elliott Kruse, Μαριέττα Παπαδάτου-Παστού, Anabel De la Rosa-Gómez, Alan Ernesto Barba-Sánchez, Isaac González‐Santoyo, Tsuyueh Hsu, Chun‐Chia Kung, Hsiao-Hsin Wang, Jonathan B. Freeman, DongWon Oh, Vidar Schei, Therese E. Sverdrup, Carmel Levitan, Corey L. Cook, Priyanka Chandel, Pratibha Kujur, Arti Parganiha, Noorshama Parveen, Atanu Kumar Pati, Sraddha Pradhan, Margaret Messiah Singh, Babita Pande, Jozef Bavoľár, Pavol Kačmár, Ilya Zakharov, Sara Álvarez Solas, Ernest Baskin, Martin Thirkettle, Kathleen Schmidt, Cody D. Christopherson, Trinity Leonis, Jordan W. Suchow, Jonas Olofsson, Teodor Jernsäther, Ai-Suan Lee, Jennifer L Beaudry, Taylor Gogan, Julian A. Oldmeadow, Benjamin Balas, Laura Stevens, Melissa F. Colloff, Heather D. Flowe, Sami̇ Gülgöz, Mark J. Brandt, Karlijn Hoyer, Bastian Jaeger, Dongning Ren, Willem W. A. Sleegers, Joeri Wissink, Gwenaël Kaminski, Victoria A. Floerke, Heather L. Urry, Sau-Chin Chen, Gerit Pfuhl, Zahir Vally, Dana Basnight-Brown, Hans I. Jzerman, Elisa Sarda, Lison Neyroud, Touhami Badidi, Nicolas Van der Linden, Chrystalle B. Y. Tan, Vanja Ković, Waldir M. Sampaio, Paulo Roberto dos Santos Ferreira, Diana Rasteli Santos, Débora Inés Burín, Gwendolyn Gardiner, John Protzko, Christoph Schild, Karolina Aleksandra Ścigała, Ingo Zettler, Erin M. O’Mara Kunz, Daniel Storage, Fieke M. A. Wagemans, Blair Saunders, Miroslav Sirota, Guyan V. Sloane, Tiago Jessé Souza de Lima, Kim Uittenhove, Evie Vergauwe, Katarzyna Jaworska, Julia Stern, Karl Ask, Casper J.J. van Zyl, Anita Körner, Sophia Christin Weißgerber, Jordane Boudesseul, Fernando Ruiz-Dodobara, Kay L. Ritchie, Nicholas M. Michalak, Khandis R. Blake, David White, Alasdair Gordon‐Finlayson, Michele Anne, Steve M. J. Janssen, Kean Mun Lee, Tonje K. Nielsen, Christian K. Tamnes, Janis Zickfeld, Anna Dalla Rosa, Michelangelo Vianello, Ferenc Kocsor, Luca Kozma, Ádám Putz, Patrizio Tressoldi, Natalia Irrazábal, Armand Chatard, Samuel Lins, Isabel R. Pinto, Johannes Lütz, Matúš Adamkovič, Peter Babinčák, Gabriel Baník, Ivan Ropovik, Vinet Coetzee, Barnaby Dixson, Gianni Ribeiro, Kim Peters, Niklas K. Steffens, Christopher A. Thorstenson, Ana María Fernández, Rafael Ming Chi Santos Hsu, Jaroslava Varella Valentová, Marco Antônio Corrêa Varella, Nadia Saraí Corral-Frías, Martha Frías Armenta, Javad Hatami, Arash Monajem, MohammadHasan Sharifian, Brooke Frohlich, Hause Lin, Michael Inzlicht, Ravin Alaei, Nicholas O. Rule, Claus Lamm, Ekaterina Pronizius, Martin Voracek, Jerome Olsen, Erik Mac Giolla, Aysegul Akgoz, Asil Ali Özdoğru, Matthew T. Crawford, Brooke Bennett-Day, Monica A. Koehn, Ceylan Okan, Tripat Gill, Jeremy K. Miller, Yarrow Dunham, Xin Yang, Sinan Alper, Martha Lucia Borras-Guevara, Sun Jun Cai, Tiantian Dong, Alexander F. Danvers, David R. Feinberg, Marie Armstrong, Eva Gilboa‐Schechtman, Randy J. McCarthy, José Antonio Muñoz‐Reyes, Pablo Polo, Victor K. M. Shiramazu, Wen-Jing Yan, Lilian Carvalho, Patrick S. Forscher, Christopher R. Chartier, Nicholas A. Coles
Bibliographic record
VenueNature Human Behaviour · 2021
Typearticle
Languageen
FieldPsychology
TopicEvolutionary Psychology and Human Behavior
Canadian institutionsMcMaster UniversityUniversity of TorontoWilfrid Laurier UniversityMcGill University
FundersÅbo AkademiGöteborgs UniversitetAgentúra na Podporu Výskumu a VývojaNarodowym Centrum NaukiAgencia Estatal de InvestigaciónUniversità degli Studi di PadovaUniversität WienPécsi TudományegyetemBoğaziçi ÜniversitesiUniversiti Tunku Abdul RahmanConsejo Nacional de Ciencia y TecnologíaComunidad de MadridAgence Nationale de la RechercheAustralian GovernmentVienna Science and Technology FundUniversidad Nacional Autónoma de MéxicoMassey UniversityUniversity Grants CommissionConsejo Nacional de Investigaciones Científicas y TécnicasSchweizerischer Nationalfonds zur Förderung der Wissenschaftlichen ForschungSocial Sciences and Humanities Research Council of CanadaFranklin and Marshall CollegeNational Science Foundation
KeywordsGeneralizability theoryValence (chemistry)Dominance (genetics)PsychologyPerceptionSocial psychologyCognitive psychologyDevelopmental psychologyBiologyChemistry
Abstract
OpenAlex records an abstract for this work, but it could not be fetched just now.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.018
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.007
Threshold uncertainty score0.021
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.018 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
Opus teacher head0.035
GPT teacher head0.363
Teacher spread0.328 · how far apart the two teachers sit on this one work
Validation status
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".
Quick stats
Citations210
Published2021
Admission routes2
Has abstractyes