Research Report 2020–2022/23

Center for Humans and Machines
Publications 2020-2022/23

References accepted before 6 October 2023
For more recent publications, see the MPIB website (Publications & Resources)
Note: This report includes references to publications that were accepted by publishers or published as advance online versions during the reporting period. As these publications have been further published, the references listed here have been updated.

Journal Article (103)

2025

Journal Article

von Schenk, A., Klockmann, V., & Köbis, N. (2025). Social preferences toward humans and machines: A systematic experiment on the role of machine payoffs. Perspectives on Psychological Science, 20(1), 165–181. https://doi.org/10.1177/17456916231194949

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2024

Journal Article

Bonnefon, J.-F., Rahwan, I., & Shariff, A. (2024). The moral psychology of artificial intelligence. Annual Review of Psychology, 75, 653–675. https://doi.org/10.1146/annurev-psych-030123-113559

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Journal Article

Leib, M., Köbis, N., Rilke, R. M., Hagens, M., & Irlenbusch, B. (2024). Corrupted by algorithms? How AI-generated and human-written advice shape (dis)honesty. The Economic Journal, 134(658), 766–784. https://doi.org/10.1093/ej/uead056

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supplementary-material

Journal Article

Yu, H., Zhou, Y., & Nussberger, A.-M. (2024). Gratitude is morally sensitive. Personality and Social Psychology Bulletin, 50(3), 406–422. https://doi.org/10.1177/01461672221092273

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2023

Journal Article

Ben-Shachar, M. S., Patil, I., Thériault, R., Wiernik, B. M., & Lüdecke, D. (2023). Phi, Fei, Fo, Fum: Effect sizes for categorical data that use the chi‑squared statistic. Mathematics, 11(9), Article 1982. https://doi.org/10.3390/math11091982

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Journal Article

Dong, M., Kupfer, T. R., Yuan, S., & van Prooijen, J.-W. (2023). Being good to look good: Self-reported moral character predicts moral double standards among reputation-seeking individuals. British Journal of Psychology, 114(1), 244–261. https://doi.org/10.1111/bjop.12608

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publisher-version

Journal Article

Dorrough, A. R., Köbis, N., Irlenbusch, B., Shalvi, S., & Glöckner, A. (2023). Conditional bribery: Insights from incentivized experiments across 18 nations. Proceedings of the National Academy of Sciences of the United States of America, 120(18), Article e2209731120. https://doi.org/10.1073/pnas.220973112

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Journal Article

Feng, X., & Rutherford, A. (2023). The dynamic resilience of urban labour networks. Royal Society Open Science, 10(7), Article 230214. https://doi.org/10.1098/rsos.230214

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publisher-version

Journal Article

Huber, C., Dreber, A., Huber, J., Johannesson, M., Kirchler, M., Weitzel, U., Abellán, M., Adayeva, X., Ay, F. C., Barron, K., Berry, Z., Bönte, W., Brütt, K., Bulutay, M., Campos-Mercade, P., Cardella, E., Claassen, M. A., Cornelissen, G., Dawson, I. G. J., Delnoij, J., Demiral, E. E., Dimant, E., Doerflinger, J. T., Dold, M., Emery, C., Fiala, L., Fiedler, S., Freddi, E., Fries, T., Gasiorowska, A., Glogowsky, U., Gorny, P. M., Gretton, J. D., Grohmann, A., Hafenbrädl, S., Handgraaf, M., Hanoch, Y., Hart, E., Hennig, M., Hudja, S., Hütter, M., Hyndman, K., Ioannidis, K., Isler, O., Jeworrek, S., Jolles, D., Juanchich, M., Raghabendra , P. K. C., Khadjavi, M., Kugler, T., Li, S., Lucas, B., Mak, V., Mechtel, M., Merkle, C., Meyers, E. A., Mollerstrom, J., Nesterov, A., Neyse, L., Nieken, P., Nussberger, A.-M., Palumbo, H., Peters, K., Pirrone, A., Qin, X., Rahal, R. M., Rau, H., Rincke, J., Ronzani, P., Roth, Y., Saral, A. S., Schmitz, J., Schneider, F., Schram, A., Schudy, S., Schweitzer, M. E., Schwieren, C., Scopelliti, I., Sirota, M., Sonnemans, J., Soraperra, I., Spantig, L., Steimanis, I., Steinmetz, J., Suetens, S., Theodoropoulou, A., Urbig, D., Vorlaufer, T., Waibel, J., Woods, D., Yakobi, O., Yilmaz, O., Zaleskiewicz, T., Zeisberger, S., & Holzmeister, F. (2023). Competition and moral behavior: A meta-analysis of forty-five crowd-sourced experimental designs. Proceedings of the National Academy of Sciences of the United States of America, 120(23), Article e2215572120. https://doi.org/10.1073/pnas.2215572120

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publisher-version

Journal Article

Li, X., Wei, W., Zhang, R., Shi, Z., Zheng, Z., & Feng, X. (2023). Representation learning of enhanced graphs using random walk graph convolutional network. ACM Transactions on Intelligent Systems and Technology, 14(3), Article 46. https://doi.org/10.1145/3582841

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Journal Article

Müller, T. F., Brinkmann, L., Winters, J., & Pescetelli, N. (2023). Machine impostors can avoid human detection and interrupt the formation of stable conventions by imitating past interactions: A minimal Turing test. Cognitive Science, 47(4), Article e13288. https://doi.org/10.1111/cogs.13288

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publisher-version

Journal Article

Pang, B., Wei, W., Li, X., Feng, X., & Li, C. (2023). A representation-learning-based approach to predict stock price trend via dynamic spatiotemporal feature embedding. Engineering Applications of Artificial Intelligence, 126, Part A, Article 106849. https://doi.org/10.1016/j.engappai.2023.106849

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Journal Article

Ruskeepää, H., Ferreira, L. N., Ghorbani, M. A., Kahya, E., Golmohammadi, G., & Karimi, V. (2023). Nonlinear and periodic dynamics of chaotic hydro-thermal process of Skokomish river. Stochastic Environmental Research and Risk Assessment, 37, 2739–2756. https://doi.org/10.1007/s00477-023-02416-1

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Journal Article

Sorokowska, A., Kowal, M., Saluja, S., Aavik, T., Alm, C., Anjum, A., Asao, K., Batres, C., Bensafia, A., Bizumic, B., Boussena, M., Buss, D. M., Butovskaya, M., Can, S., Carrier, A., Cetinkaya, H., Conroy-Beam, D., Cueto, R. M., Czub, M., Dural, S., Espinosa, A., Esteves, C. S., Frackowiak, T., Contreras-Garduño, J., Guemaz, F., Hromatko, I., Iskra, H., Jiang, F., Kafetsios, K., Kavcic, T., Kervyn, N., Köbis, N. C., Kostić, A., Láng, A., Lindholm, T., Manesi, Z., Meskó, N., Misra, G., Monaghan, C., Natividade, J. C., Nizharadze, G., Oberzaucher, E., Oleszkiewicz, A., Pagani, A. F., Pakalniskiene, V., Parise, M., Pejičić, M., Pisanski, A., Pisanski, K., Popa, C., Prokop, P., Sargautyte, R., Sharad, S., Simonetti, F., Sorokowski, P., Stefanczyk, M. M., Szagdaj, A., Tadinac, M., González, K. U., Uhryn, O., Vauclair, C.-M., Yoo, G., Zupančič, M., & Croy, I. (2023). Love and affectionate touch toward romantic partners all over the world. Scientific Reports, 13, Article 5497. https://doi.org/10.1038/s41598-023-31502-1

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publisher-version

Journal Article

Sorokowski, P., Kowal, M., Sternberg, R. J., Aavik, T., Akello, G., Alhabahba, M. M., Alm, C., Amjad, N., Anjum, A., Asao, K., Atama, C. S., Duyar, D. A., Ayebare, R., Conroy‑Beam, D., Bendixen, M., Bensafia, A., Bizumic, B., Boussena, M., Buss, D. M., Butovskaya, M., Can, S., Carrier, A., Cetinkaya, H., Croy, I., Cueto, R. M., Czub, M., Dronova, D., Dural, S., Duyar, I., Ertugrul, B., Espinosa, A., Estevan, I., Esteves, C. S., Frackowiak, T., Garduño, J. C., González, K. U., Guemaz, F., Halamová, M., Herak, I., Horvat, M., Hromatko, I., Hui, C. M., Jaafar, J. L., Jiang, F., Kafetsios, K., Kavčič, T., Kennair, L. E. O., Kervyn, N., Ha, T. T. K., Khilji, I. A., Köbis, N., Kostic, A., Lan, H. M., Láng, A., Lennard, G. R., León, E., Lindholm, T., Linh, T. T., Lopez, G., Luot, N. V., Mailhos, A., Manesi, Z., Martinez, R., McKerchar, S. L., Meskó, N., Pejičić, M., Misra, G., Monaghan, C., Mora, E. C., & Moya‑Garófano, A. (2023). Modernization, collectivism, and gender equality predict love experiences in 45 countries. Scientific Reports, 13, Article 773. https://doi.org/10.1038/s41598-022-26663-4

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Journal Article

Wei, W., & Feng, X. (2023). Graphical representation and hierarchical decomposition mechanism for vertex-cover solution space. Applied Mathematics and Computation, 458, Article 128264. https://doi.org/10.1016/j.amc.2023.128264

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2022

Journal Article

Awad, E., Bago, B., Bonnefon, J.-F., Christakis, N. A., Rahwan, I., & Shariff, A. (2022). Polarized citizen preferences for the ethical allocation of scarce medical resources in 20 countries. MDM Policy & Practice, 7(2). https://doi.org/10.1177/23814683221113573

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Journal Article

Awad, E., Levine, S., Anderson, M., Anderson, S. L., Conitzer, V., Crockett, M. J., Everett, J. A. C., Evgeniou, T., Gopnik, A., Jamison, J. C., Kim, T. W., Liao, S. M., Meyer, M. N., Mikhail, J., Opoku-Agyemang, K., Schaich Borg, J., Schroeder, J., Sinnott-Armstrong, W., Slavkovik, M., & Tenenbaum, J. B. (2022). Computational ethics. Trends in Cognitive Sciences, 26(5), 388–405. https://doi.org/10.1016/j.tics.2022.02.009

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Journal Article

Belova, A., Gould, C. A., Munson, K., Howell, M., Trevisan, C., Obradovich, N., & Martinich, J. (2022). Projecting the suicide burden of climate change in the United States. GeoHealth, 6(5), Article e2021GH000580. https://doi.org/10.1029/2021GH000580

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Journal Article

Brinkmann, L., Gezerli, D., Kleist, K. V., Müller, T. F., Rahwan, I., & Pescetelli, N. (2022). Hybrid social learning in human-algorithm cultural transmission. Philosophical Transactions of the Royal Society of London: A, Mathematical, Physical and Engineering Sciences, 380(2227), Article 20200426. https://doi.org/10.1098/rsta.2020.0426

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Journal Article

Chen, H. C., Li, X., Frank, M., Qin, X., Xu, W., Cebrian, M., & Rahwan, I. (2022). Automation impacts on China’s polarized job market. Journal of Computational Social Science, 5, 517–535. https://doi.org/10.1007/s42001-021-00134-8

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Journal Article

Czaplicka, A., Charalambous, C., Toral, R., & Miguel, M. S. (2022). Biased-voter model: How persuasive a small group can be? Chaos, Solitons, & Fractals, 161, Article 112363. https://doi.org/10.1016/j.chaos.2022.112363

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publisher-version

Journal Article

Dong, M., van Prooijen, J.-W., & van Lange, P. A. M. (2022). Strategic exploitation by higher-status people incurs harsher third-party punishment. Social Psychology, 53(4), 209–220. https://doi.org/10.1027/1864-9335/a000493

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supplementary-material

Journal Article

Dong, M., van Prooijen, J.-W., Wu, S., & van Lange, P. A. M. (2022). Culture, status, and hypocrisy: High-status people who don't practice what they preach are viewed as worse in the United States than China. Social Psychological and Personality Science, 13(1), 60–69. https://doi.org/10.1177/1948550621990451

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supplementary-material

Journal Article

Klockmann, V., von Schenk, A., & Villeval, M. C. (2022). Artificial intelligence, ethics, and intergenerational responsibility. Journal of Economic Behavior & Organization, 203, 284–317. https://doi.org/10.1016/j.jebo.2022.09.010

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Journal Article

Köbis, N., Starke, C., & Rahwan, I. (2022). The promise and perils of using artificial intelligence to fight corruption. Nature Machine Intelligence, 4, 418–424. https://doi.org/10.1038/s42256-022-00489-1

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Journal Article

Liu, C., Xie, Y., Hao, Y., Zhang, W., Yang, L., Bu, J., Wei, Z., Wu, H., Pescetelli, N., & Zhang, X. (2022). Using multisession tDCS stimulation as an early intervention on memory bias processing in subthreshold depression. Psychophysiology, 60(1), Article e14148. https://doi.org/10.1111/psyp.14148

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Journal Article

Minor, K., Bjerre-Nielsen, A., Jonasdottir, S. S., Lehmann, S., & Obradovich, N. (2022). Rising temperatures erode human sleep globally. One Earth, 5(5), 534–549. https://doi.org/10.1016/j.oneear.2022.04.008

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Journal Article

Morin, O., Müller, T. F., Morisseau, T., & Winters, J. (2022). Cultural evolution of precise and agreed-upon semantic conventions in a multiplayer gaming app. Cognitive Science, 46(2), Article e13113. https://doi.org/10.1111/cogs.13113

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Journal Article

Nussberger, A.-M., Luo, L., Celis, L. E., & Crockett, M. J. (2022). Public attitudes value interpretability but prioritize accuracy in artificial intelligence. Nature Communications, 13, Article 5821. https://doi.org/10.1038/s41467-022-33417-3

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supplementary-material

Journal Article

Obradovich, N., & Minor, K. (2022). Identifying and preparing for the mental health burden of climate change [Editorial]. JAMA Psychiatry, 79(4), 285–286. https://doi.org/10.1001/jamapsychiatry.2021.4280

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Journal Article

Obradovich, N., Özak, Ö., Martín, I., Ortuño-Ortín, I., Awad, E., Cebrián, M., Cuevas, R., Desmet, K., Rahwan, I., & Cuevas, Á. (2022). Expanding the measurement of culture with a sample of two billion humans. Journal of the Royal Society Interface, 19(190), Article 20220085. https://doi.org/10.1098/rsif.2022.0085

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Journal Article

Pescetelli, N., Barkoczi, D., & Cebrian, M. (2022). Bots influence opinion dynamics without direct human-bot interaction: The mediating role of recommender systems. Applied Network Science, 7, Article 46. https://doi.org/10.1007/s41109-022-00488-6

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Journal Article

Pescetelli, N., Reichert, P., & Rutherford, A. (2022). A variational-autoencoder approach to solve the hidden profile task in hybrid human-machine teams. PLoS ONE, 17(8), Article e0272168. https://doi.org/10.1371/journal.pone.0272168

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Journal Article

Romanello, M., Di Napoli, C., Drummond, P., Green, C., Kennard, H., Lampard, P., Scamman, D., Arnell, N., Ayeb-Karlsson, S., Berrang Ford, L., Belesova, K., Bowen, K., Cai, W., Callaghan, M., Campbell-Lendrum, D., Chambers, J., van Daalen, K. R., Dalin, C., Dasandi, N., Dasgupta, S., Davies, M., Dominguez-Salas, P., Dubrow, R., Ebi, K. L., Eckelman, M., Ekins, P., Escobar, L. E., Georgeson, L., Graham, H., Gunther, S. H., Hamilton, I., Hang, Y., Hänninen, R., Hartinger, S., He, K., Hess, J. J., Hsu, S.-C., Jankin, S., Jamart, L., Jay, O., Kelman, I., Kiesewetter, G., Kinney, P., Kjellstrom, T., Kniveton, D., Lee, J. K. W., Lemke, B., Liu, Y., Liu, Z., Lott, M., Lotto Batista, M., Lowe, R., MacGuire, F., Odhiambo Sewe, M., Martinez-Urtaza, J., Maslin, M., McAllister, L., McGushin, A., McMichael, C., Mi, Z., Milner, J., Minor, K., Minx, J. C., Mohajeri, N., Moradi-Lakeh, M., Morrissey, K., Munzert, S., Murray, K. A., Neville, T., Nilsson, M., Obradovich, N., O’Hare, M. B., Oreszczyn, T., Otto, M., Owfi, F., Pearman, O., Rabbaniha, M., Robinson, E. J. Z., Rocklöv, J., Salas, R. N., Semenza, J. C., Sherman, J. D., Shi, L., Shumake-Guillemot, J., Silbert, G., Sofiev, M., Springmann, M., Stowell, J., Tabatabaei, M., Taylor, J., Triñanes, J., Wagner, F., Wilkinson, P., Winning, M., Yglesias-González, M., Zhang, S., Gong, P., Montgomery, H., & Costello, A. (2022). The 2022 report of the Lancet Countdown on health and climate change: Health at the mercy of fossil fuels. The Lancet, 400(10363), 1619–1654. https://doi.org/10.1016/S0140-6736(22)01540-9

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Journal Article

Serna, I., Morales, A., Fierrez, J., & Obradovich, N. (2022). Sensitive loss: Improving accuracy and fairness of face representations with discrimination-aware deep learning. Artificial Intelligence, 305, Article 103682. https://doi.org/10.1016/j.artint.2022.103682

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Journal Article

Wang, J., Fan, Y., Palacios, J., Chai, Y., Guetta-Jeanrenaud, N., Obradovich, N., Zhou, C., & Zheng, S. (2022). Global evidence of expressed sentiment alterations during the COVID-19 pandemic. Nature Human Behaviour, 6, 349–358. https://doi.org/10.1038/s41562-022-01312-y

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Journal Article

Waniek, M., Holme, P., Farrahi, K., Emonet, R., Cebrian, M., & Rahwan, T. (2022). Trading contact tracing efficiency for finding patient zero. Scientific Reports, 12, Article 22582. https://doi.org/10.1038/s41598-022-26892-7

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2021

Journal Article

Alfonseca, M., Cebrian, M., Anta, A. F., Coviello, L., Abeliuk, A., & Rahwan, I. (2021). Superintelligence cannot be contained: Lessons from computability theory. Journal of Artificial Intelligence Research, 70, 65–76. https://doi.org/10.1613/jair.1.12202

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Journal Article

Avraam, D., Obradovich, N., Pescetelli, N., Cebrian, M., & Rutherford, A. (2021). The network limits of infectious disease control via occupation-based targeting. Scientific Reports, 11, Article 22855. https://doi.org/10.1038/s41598-021-02226-x

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Journal Article

Bassett, J., Gethmann, J., Blunk, P., Conraths, F. J., & Hövel, P. (2021). Individual-based model for the control of Bovine Viral Diarrhea spread in livestock trade networks. Journal of Theoretical Biology, 527, Article 110820. https://doi.org/10.1016/j.jtbi.2021.110820

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supplementary-material

Journal Article

Bassett, J., Pescetelli, N., Rutherford, A., & Cebrian, M. (2021). Time-critical decentralised situational awareness in emergencies: An adversarial biosecurity scenario. Applied Network Science, 6, Article 59. https://doi.org/10.1007/s41109-021-00402-6

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Journal Article

Cebrian, M. (2021). The past, present and future of digital contact tracing. Nature Electronics, 4, 2–4. https://doi.org/10.1038/s41928-020-00535-z

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Cebrian, M. (2021). A time-critical crowdsourced computational search for the origins of COVID-19. Nature Electronics, 4, 450–451. https://doi.org/10.1038/s41928-021-00619-4

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Journal Article

Chen, H., Kryvasheyeu, Y., Xu, W., Huang, Y., Deng, J., Ren, S., Li, X., Rahwan, I., & Cebrian, M. (2021). Evolution of urban forms observed from space. EPJ Data Science, 10, Article 27. https://doi.org/10.1140/epjds/s13688-021-00283-w

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Journal Article

Cuomo, R. E., Purushothaman, V. L., Li, J., Bardier, C., Nali, M., Shah, N., Obradovich, N., Yang, J., & Mackey, T. K. (2021). Characterizing self-reported tobacco, vaping, and marijuana-related tweets geolocated for California college campuses. Frontiers in Public Health, 9, Article 628812. https://doi.org/10.3389/fpubh.2021.628812

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Journal Article

Dhaliwal, N. A., Patil, I., & Cushman, F. (2021). Reputational and cooperative benefits of third-party compensation. Organizational Behavior and Human Decision Processes, 164, 27–51. https://doi.org/10.1016/j.obhdp.2021.01.003

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Dong, M., Palomo‐Vélez, G., & Wu, S. (2021). Reducing the gap between pro‐environmental disposition and behavior: The role of feeling power. Journal of Applied Social Psychology, 51(3), 262–272. https://doi.org/10.1111/jasp.12733

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Journal Article

Dong, M., Spadaro, G., Yuan, S., Song, Y., Ye, Z., & Ren, X. (2021). Self-interest bias in the COVID-19 pandemic: A cross-cultural comparison between the United States and China. Journal of Cross-Cultural Psychology, 52(7), 663–679. https://doi.org/10.1177/00220221211025739

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Journal Article

Dong, M., van Prooijen, J.-W., & van Lange, P. A. M. (2021). Calculating Hypocrites Effect: Moral judgments of word-deed contradictory transgressions depend on targets' competence. Journal of Theoretical Social Psychology, 5(4), 489–501. https://doi.org/10.1002/jts5.113

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Journal Article

Ferreira, L. N., Hong, I., Rutherford, A., & Cebrian, M. (2021). The small-world network of global protests. Scientific Reports, 11, Article 19215. https://doi.org/10.1038/s41598-021-98628-y

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Journal Article

Fowler, J. H., Hill, S. J., Levin, R., & Obradovich, N. (2021). Stay-at-home orders associate with subsequent decreases in COVID-19 cases and fatalities in the United States. PLoS ONE, 16(6), Article e0248849. https://doi.org/10.1371/journal.pone.0248849

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Groh, M., Epstein, Z., Obradovich, N., Cebrian, M., & Rahwan, I. (2021). Human detection of machine-manipulated media. Communications of the ACM, 64(10), 40–47. https://doi.org/10.1145/3445972

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Journal Article

Hong, I., Rutherford, A., & Cebrian, M. (2021). Social mobilization and polarization can create volatility in COVID‑19 pandemic control. Applied Network Science, 6, Article 11. https://doi.org/10.1007/s41109-021-00356-9

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Journal Article

Klockmann, V., von Schenk, A., & von Siemens, F. A. (2021). Division of labor and the organization of knowledge in production: A laboratory experiment. Games and Economic Behavior, 130, 196–210. https://doi.org/10.1016/j.geb.2021.08.002

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supplementary-material

Journal Article

Köbis, N., Bonnefon, J.-F., & Rahwan, I. (2021). Bad machines corrupt good morals. Nature Human Behaviour, 5(6), 679–685. https://doi.org/10.1038/s41562-021-01128-2

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Journal Article

Köbis, N. C., Doležalová, B., & Soraperra, I. (2021). Fooled twice: People cannot detect deepfakes but think they can. iScience, 24(11), Article 103364. https://doi.org/10.1016/j.isci.2021.103364

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supplementary-material

Journal Article

Köbis, N., & Mossink, L. D. (2021). Artificial intelligence versus Maya Angelou: Experimental evidence that people cannot differentiate AI-generated from human-written poetry. Computers in Human Behavior, 114, Article 106553. https://doi.org/10.1016/j.chb.2020.106553

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Journal Article

Kwon, O.-H., Hong, I., Yang, J., Wohn, D. Y., Jung, W.-S., & Cha, M. (2021). Urban green space and happiness in developed countries. EPJ Data Science, 10, Article 28. https://doi.org/10.1140/epjds/s13688-021-00278-7

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Journal Article

Laakasuo, M., Palomäki, J., & Köbis, N. (2021). Moral uncanny valley: A robot’s appearance moderates how its decisions are judged. International Journal of Social Robotics, 13, 1679–1688. https://doi.org/10.1007/s12369-020-00738-6

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Journal Article

Leib, M., Köbis, N., Soraperra, I., Weisel, O., & Shalvi, S. (2021). Collaborative dishonesty: A meta-analytic review. Psychological Bulletin, 147(12), 1241–1268. https://doi.org/10.1037/bul0000349

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Journal Article

Li, C., Wei, W., Feng, X., & Liu, J. (2021). Research of motif-based similarity for link prediction problem. IEEE Access, 9, 66636–66645. https://doi.org/10.1109/ACCESS.2021.3077016

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