Decision Making & Heuristics

Resources

Adkins, T., Lewis, R., & Lee, T. (2022). Heuristics contribute to sensorimotor decision-making under risk. Psychonomic Bulletin & Review, 29(1), 145-158. doi.org/10.3758/s13423-021-01986-x

Aggarwal, M., & Tehrani, A. F. (2023). Heuristics-based modelling of human decision process. Iranian Journal of Fuzzy Systems, 20(3), 19-30. Doi: 10.22111/IJFS.2023.7636

Alamia, A., Zénon, A., VanRullen, R., Duque, J., & Derosiere, G. (2019). Implicit visual cues tune oscillatory motor activity during decision-making. NeuroImage, 186, 424-436. doi.org/10.1016/j.neuroimage.2018.11.027

Allaert, J., De Raedt, R., & Vanderhasselt, M. A. (2019). When choosing means losing: Regret enhances repetitive negative thinking in high brooders. Journal of Experimental Social Psychology, 85, 103850. doi.org/10.1038/s41598-021-90677-7

Ariely, D. (2010). Predictably irrational: the hidden forces that shape our decisions. Harper Collins.

Auckland, C. (2023). Authenticity and identity in adolescent decision‐making. The Modern Law Review. doi.org/10.1111/1468-2230.12834

​​Aupperle, R. L., Melrose, A. J., Francisco, A., Paulus, M. P., & Stein, M. B. (2015). Neural substrates of approach avoidance conflict decision making. Human Brain Mapping, 36(2), 449-462. dx.doi.org/10.1002%2Fhbm.22639

Bault, N., & Rusconi, E. (2020). The art of influencing consumer choices: a reflection on recent advances in decision neuroscience. Frontiers in Psychology, 10, Article 3009. doi.org/10.3389/fpsyg.2019.03009

Berthet, V., & de Gardelle, V. (2023). The heuristics-and-biases inventory: An open-source tool to explore individual differences in rationality. Frontiers in Psychology, 14, 1145246. doi.org/10.3389/fpsyg.2023.1145246

Bjønness, S., Grønnestad, T., Johannessen, J. O., & Storm, M. (2022). Parents' perspectives on user participation and shared decision.making in adolescents' inpatient mental healthcare. Health Expectations. doi.org/10.1111/hex.13443

Bilello, D., Swancott, L. J., Kloess, J. A., & Heyes, S. B. (2023). Adolescent risk-taking and decision making: a qualitative investigation of a virtual reality experience of gangs and violence. Frontiers in Virtual Reality, 4, 1142241.doi.org/10.3389/frvir.2023.1142241

Blahut, R., Flint, A., Orlando, E., DesChatelets, J., & Khowaja, A. (2023). A scoping review on the decision-making dynamics for accepting or refusing the COVID-19 vaccination among adolescent and youth populations. BMC Public Health, 23(1), 1-9. doi.org/10.1186/s12889-023-15717-5

Bossaerts P. (2021). How neurobiology elucidates the role of emotions in financial decision-making. Frontiers in Psychology, 12, Article 697375. doi.org/10.3389/fpsyg.2021.697375

Bruch, E., & Feinberg, F. (2017). Decision-making processes in social contexts. Annual Review of Sociology, 43, 207-227. dx.doi.org/10.1146%2Fannurev-soc-060116-053622

Brusovansky, M., Vanunu, Y., & Usher, M. (2019). Why we should quit while we’re ahead: When do averages matter more than sums? Decision, 6(1), 1-16. doi.org/10.1037/dec0000087

Cai, W., Warren, S. L., Duberg, K., Pennington, B., Hinshaw, S. P., & Menon, V. (2021). Latent brain state dynamics distinguish behavioral variability, impaired decision-making, and inattention. Molecular Psychiatry, 1-14. doi.org/10.1038/s41380-021-01022-3

Cáceda, R., Nemeroff, C. B., & Harvey, P. D. (2014). Toward an understanding of decision making in severe mental illness. The Journal of Neuropsychiatry and Clinical Neurosciences, 26(3), 196-213. doi.org/10.1176/appi.neuropsych.12110268

Chang, R. (2014, May). How to make hard choices [Video] (14:41 minutes). TED Conferences. https://www.ted.com/talks/ruth_chang_how_to_make_hard_choices?language=es

Chen, P., Hung, H. Y., & Goh, J. O. S. (2023). Age-related differences in ERP correlates of value-based decision making. Neurobiology of Aging, 123, 10-22. doi.org/10.1016/j.neurobiolaging.2022.11.008

Chong, L., Zhang, G., Goucher-Lambert, K., Kotovsky, K., & Cagan, J. (2022). Human confidence in artificial intelligence and in themselves: The evolution and impact of confidence on adoption of AI advice. Computers in Human Behavior, 127, 107018. doi.org/10.1016/j.chb.2021.107018

CornellHumanEcology (2017, August 3). The adolescent brain: learning, reasoning and decision making. [Video] (48:36 minutes). YouTube. https://www.youtube.com/watch?v=j2WX5KxsGZE

Conley, M. I., & Baskin-Sommers, A. (2023). Development in uncertain contexts: An ecologically informed approach to understanding decision-making during adolescence. Cognitive, Affective, & Behavioral Neuroscience, 23(3), 739-745. doi.org/10.3758/s13415-023-01067-7

de Ridder, D., Kroese, F., & van Gestel, L. (2021). Nudgeability: Mapping conditions of susceptibility to nudge influence. Perspectives on Psychological Science, (2021), 1-14. doi.org/10.1177/1745691621995183

Di Vaio, A., Hassan, R., & Alavoine, C. (2022). Data intelligence and analytics: A bibliometric analysis of human–Artificial intelligence in public sector decision-making effectiveness. Technological Forecasting and Social Change, 174, 121201. doi.org/10.1016/j.techfore.2021.121201

Edelson, S. M., & Reyna, V. F. (2023). Decision making in adolescence and early adulthood. In L. J. Crockett, G. Carlo, & J. E. Schulenberg (Eds.), APA handbook of adolescent and young adult development (pp. 107–122). American Psychological Association. https://doi.org/10.1037/0000298-007

Elliott, M. V., Johnson, S. L., Pearlstein, J. G., Lopez, D. E. M., & Keren, H. (2022). Emotion-related impulsivity and risky decision-making: A systematic review and meta-regression. Clinical Psychology Review, 102232. doi.org/10.1016/j.cpr.2022.102232

Fellows, L. K. (2016). The neuroscience of human decision-making through the lens of learning and memory. In R. E. Clark & S. J. Martin (Eds.) Behavioral neuroscience of learning and memory (pp. 231-251). Springer. doi.org/10.1007/978-3-319-78757-2

França, T. F., & Pompeia, S. (2023). Reappraising the role of dopamine in adolescent risk-taking behavior. Neuroscience & Biobehavioral Reviews, 105085. doi.org/10.1016/j.neubiorev.2023.105085

Frydman, C., & Camerer, C. F. (2016). The psychology and neuroscience of financial decision making. Trends in Cognitive Sciences, 20(9), 661-675. doi.org/10.1016/j.tics.2016.07.003 

Gangopadhyay, P., Chawla, M., Dal Monte, O., & Chang, S. W. (2020). Prefrontal–amygdala circuits in social decision-making. Nature Neuroscience, 24, 5-18. doi.org/10.1038/s41593-020-00738-9

Gillespie, H. (2023). Heuristics in medicine:: How cognitive biases influence decision making and diagnosis. Canadian Journal of Autism Equity, 3(1), 37-41. DOI: https://doi.org/10.15173/cjae.v3i1.5075

Gurney, N., Miller, J. H., & Pynadath, D. V. (2023). The role of heuristics and biases during complex choices with an AI teammate. arXiv preprint arXiv:2301.05969. doi.org/10.48550/arXiv.2301.05969

Han, H., Chen, J., Jeong, C., & Glover, G. H. (2016). Influence of the cortical midline structures on moral emotion and motivation in moral decision-making. Behavioural Brain Research, 302, 237-251. doi.org/10.1016/j.bbr.2016.01.001

Heller, D., Ferber, P., Bitterwolf, J., Hein, M., & Hoffmann, J. (2022). Neural network heuristic functions: Taking confidence into account. Association for the Advancement of Artificial Intelligence. https://ai.dmi.unibas.ch/papers/heller-et-al-socs2022.pdf

Hjeij, M., & Vilks, A. (2023). A brief history of heuristics: how did research on heuristics evolve?. Humanities and Social Sciences Communications, 10(1), 1-15. doi.org/10.1057/s41599-023-01542-z

Hogeveen, J., Mullins, T. S., Romero, J. D., Eversole, E., Rogge-Obando, K., Mayer, A. R., & Costa, V. D. (2022). The neurocomputational bases of explore-exploit decision-making. Neuron, 110(11), 1869-1879. doi.org/10.1016/j.neuron.2022.03.014

Hollihan, T. A., & Baaske, K. T. (2022). Arguments and arguing: The products and process of human decision making. Waveland Press.

Hüpen, P., Habel, U., Votinov, M., Kable, J. W., & Wagels, L. (2023). A systematic review on common and distinct neural correlates of risk-taking in substance-related and non-substance related addictions. Neuropsychology Review, 33(2), 492-513. doi.org/10.1007/s11065-022-09552-5

Ikink, I., Engelmann, J. B., van den Bos, W., Roelofs, K., & Figner, B. (2019). Time ambiguity during intertemporal decision-making is aversive, impacting choice and neural value coding. NeuroImage, 185, 236-244. doi.org/10.1016/j.neuroimage.2018.10.008

Janssen, M., Hartog, M., Matheus, R., Yi Ding, A., & Kuk, G. (2022). Will algorithms blind people? The effect of explainable AI and decision-makers’ experience on AI-supported decision-making in government. Social Science Computer Review, 40(2), 478-493. doi.org/10.1177/0894439320980118

John, P., Smith, G., & Stoker, G. (2009). Nudge nudge, think think: two strategies for changing civic behaviour. The Political Quarterly, 80(3), 361-370. doi.org/10.1111/j.1467-923X.2009.02001.x

Johnson, E. J., Shu, S. B., Dellaert, B. G., Fox, C., Goldstein, D. G., Häubl, G., ... & Wansink, B. (2012). Beyond nudges: Tools of a choice architecture. Marketing Letters, 23(2), 487-504. doi 10.1007/s11002-012-9186-1

Kanwal, J., Jung, Y., & Zhang, M. (2016). Brain plasticity during adolescence: effects of stress, sleep, sex and sounds on decision making. Anatomy & Physiology: Current Research, 6, Article e135. dx.doi.org/10.4172/2161-0940.1000e135

Kosters, M., & Van der Heijden, J. (2015). From mechanism to virtue: Evaluating Nudge theory. Evaluation, 21(3), 276-291. doi.org/10.1177/1356389015590218

Kurdoglu, R. S., Ates, N. Y., & Lerner, D. A. (2023). Decision-making under extreme uncertainty: eristic rather than heuristic. International Journal of Entrepreneurial Behavior & Research, 29(3), 763-782.doi.org/10.1108/IJEBR-07-2022-0587

Kwon, S. J., Prinstein, M. J., Lindquist, K. A., & Telzer, E. H. (2023). Friendship changes differentially predict neural correlates of decision-making for friends across adolescence. Available at SSRN https://ssrn.com/abstract=4481471 or http://dx.doi.org/10.2139/ssrn.4481471

Lamprell, K. (2022). Core aspects of nudge as a behaviour change paradigm in implementation science. In F. Rapport, R. Clay-Williams, J. Braithwaite’s Implementation science (pp. 68-70). Routledge.

Lange, J., Heerdink, M. W., & Van Kleef, G. A. (2022). Reading emotions, reading people: Emotion perception and inferences drawn from perceived emotions. Current Opinion in Psychology, 43, 85-90. doi.org/10.1016/j.copsyc.2021.06.008

LeBlanc, V. R., McConnell, M. M., & Monteiro, S. D. (2015). Predictable chaos: a review of the effects of emotions on attention, memory and decision making. Advances in Health Sciences Education, 20(1), 265-282. doi.org/10.1007/s10459-014-9516-6

León, Y. L., & Mu, E. (2021). Organizational mindfulness assessment and its impact on rational decision making. Mathematics, 9(16), 1851. doi.org/10.3390/math9161851

Lerner, J. S., Li, Y., Valdesolo, P., & Kassam, K. S. (2015) Emotion and decision making. Annual Review of Psychology, 66, 799-823. https://doi.org/10.1146/annurev-psych-010213-115043 

Li, J. A., Dong, D., Wei, Z., Liu, Y., Pan, Y., Nori, F., & Zhang, X. (2020). Quantum reinforcement learning during human decision-making. Nature Human Behaviour, 4(3), 294-307. doi.org/10.1038/s41562-019-0804-2

Liu, S., Li, S., Jiang, H., Zhang, Z., Gong, Y., Guo, X., & Liu, Z. (2023). The neural correlates underlying the regulation of anticipation on regret. Behavioural Brain Research, 436, 114075. https://doi.org/10.1016/j.bbr.2022.114075

Liu, Z., Zhang, Z., Liu, Z., Li, S., & Liu, S. (2023). Altered neural correlates of optimal decision-making in individuals with depressive status. Biological Psychology, 176, 108462. doi.org/10.1016/j.biopsycho.2022.108462

Liu, T., Vickers, B. D., Seidler, R. D., & Preston, S. D. (2023). Neural correlates of overvaluation and the effort to save possessions in a novel decision task: An exploratory fMRI study. Frontiers in Psychology, 14, 1059051. doi.org/10.3389/fpsyg.2023.1059051

Liu, Z., Hong, Y., & Su, Y. (2022). “I am regretful but I would not change my decision”: the dissociation between emotional regret and behavioural regret in children. Current Psychology, 1-10. doi.org/10.1007/s12144-022-03588-9

Lu, K., Wong, K. T., Zhou, L. N., Shi, Y. T., Yang, C. J., & Liu, R. C. (2023). Instinct to insight: Neural correlates of ethological strategy learning. bioRxiv, 2023-09. doi.org/10.1101/2023.09.11.557240

Love, P. E., Ika, L. A., & Pinto, J. K. (2023). Fast-and-frugal heuristics for decision-making in uncertain and complex settings in construction. Developments in the Built Environment, 14, 100129. doi.org/10.1016/j.dibe.2023.100129

McMahon, C. J. (2024). Cognitive biases and heuristics in human cognition. Intelligence-Based Cardiology and Cardiac Surgery, 145-151. doi.org/10.1016/B978-0-323-90534-3.00055-X

Marewski, J. N., & Gigerenzer, G. (2022). Heuristic decision making in medicine. Dialogues in Clinical Neuroscience. doi.org/10.31887/DCNS.2012.14.1/jmarewski

Mareschal, D. (2023). Fast and slow learning in humans; the case for multiple parallel learning systems. [video] (1:09:16 minutes). https://www.youtube.com/watch?v=b1-2QPICxbc&ab_channel=CentreforEducationalNeuroscience

Martín, M., & Valiña, M. D. (2023). Heuristics, biases and the psychology of reasoning: State of the Art. Psychology, 14(2), 264-294. DOI: 10.4236/psych.2023.142016

Maule, A. J., & Maule, S. (2016). Aiding lay decision making using a cognitive competencies approach. Frontiers in Psychology, 6, Article 1884. doi.org/10.3389/fpsyg.2015.01884

Mercier, M, R., & Cappe, C.(2019). The interplay between multisensory integration and perceptual decision making. Neuroimage, 222, Article 116970. doi.org/10.1016/j.neuroimage.2020.116970

Mishra, S. (2014). Decision-making under risk: Integrating perspectives from biology, economics, and psychology. Personality and Social Psychology Review, 18(3), 280-307. doi.org/10.1177/1088868314530517

Moutoussis, M., Garzón, B., Neufeld, S., Bach, D. R., Rigoli, F., Goodyer, I., Bullmore, E., NSPN Consortium, Guitart-Masip, M., & Dolan, R. J. (2021). Decision-making ability, psychopathology, and brain connectivity. Neuron, 109(12), 2025–2040.e7. doi.org/10.1016/j.neuron.2021.04.019

Mrozynski, H., & Kuhn, E. (2022). Reasoning for autonomous suicide? A qualitative approach to pre-suicidal decision-making. Social Science & Medicine, 296, 114764. doi.org/10.1016/j.socscimed.2022.114764

Müller, L. K. (2021). Mindfulness in ethical decision-making: how state and trait mindfulness impact moral judgment and acceptance of unethical behavior. [Doctoral dissertation] Universidade Católica Portuguesa. hdl.handle.net/10400.14/35635

Najafi, F., Elsayed, G. F., Cao, R., Pnevmatikakis, E., Latham, P. E., Cunningham, J. P., & Churchland, A. K. (2020). Excitatory and inhibitory subnetworks are equally selective during decision-making and emerge simultaneously during learning. Neuron, 105(1), 165-179. doi.org/10.1016/j.neuron.2019.09.045

Naqvi, N., Shiv, B., & Bechara, A. (2006). The role of emotion in decision making: A cognitive neuroscience perspective. Current Directions in Psychological Science, 15(5), 260-264. doi.org/10.1111/j.1467-8721.2006.00448.x

Nguyen, K. P., Josić, K., & Kilpatrick, Z. P. (2019). Optimizing sequential decisions in the drift–diffusion model. Journal of Mathematical Psychology, 88, 32-47. dx.doi.org/10.1016%2Fj.jmp.2018.11.001

Niu, B., Li, Y., Ding, X., Shi, C., Zhou, B., & Gong, J. (2023). Neural correlates of bribe-taking decision dilemma: An fNIRS study. Brain and Cognition, 166, 105951. doi.org/10.1016/j.bandc.2023.105951

Nunez, M. D., Srinivasan, R., & Vandekerckhove, J. (2015). Individual differences in attention influence perceptual decision making. Frontiers in Psychology, 8, Article 18. doi.org/10.3389/fpsyg.2015.00018

O'Doherty, J. P., Cockburn, J., & Pauli, W. M. (2017). Learning, reward, and decision making. Annual Review of Psychology, 68, 73-100. dx.doi.org/10.1146%2Fannurev-psych-010416-044216

Orquin, J. L., & Kurzban, R. (2016). A meta-analysis of blood glucose effects on human decision making. Psychological Bulletin, 142(5), 546-567. doi.org/10.1037/bul0000035

Otero, I., Salgado, J. F., & Moscoso, S. (2022). Cognitive reflection, cognitive intelligence, and cognitive abilities: A meta-analysis. Intelligence, 90, 101614. doi.org/10.1016/j.intell.2021.101614

Pathak, S., Srivastava, K. B., & Dewangan, R. L. (2023). Decision styles and their association with heuristic cue and decision-making rules. Cogent Psychology, 10(1), 2166307.doi.org/10.1080/23311908.2023.2166307

Phelps, E. A., Lempert, K. M., & Sokol-Hessner, P. (2014). Emotion and decision making: multiple modulatory neural circuits. Annual Review of Neuroscience, 37, 263-287. doi.org/10.1146/annurev-neuro-071013-014119

Pujara, V., Joshi, B. P., & Virmani, C. (2022). Nudge: A bridge between choice and desired decision. International Journal of Applied Behavioral Economics (IJABE), 11(1), 1-15. doi: 10.4018/IJABE.302140

Quazilbash, N. Z., Asif, Z., & Rizvi, S. (2023). Variations in neural correlates of human decision making–a case of book recommender systems. KSII Transactions on Internet & Information Systems, 17(3).

Raab, H. A., & Hartley, C. A. (2018). The development of goal-directed decision-making. In Goal-directed decision making (pp. 279-308). Academic Press. doi.org/10.1016/B978-0-12-812098-9.00013-9

Read, D., Olivola, C. Y., & Hardisty, D. J. (2016). The value of nothing: Asymmetric attention to opportunity costs drives intertemporal decision making. Management Science, 63(12), 4277-4297. doi.org/10.1287/mnsc.2016.2547

Reyna, V. F., Wilhelms, E. A., McCormick, M. J., & Weldon, R. B. (2015). Development of risky decision making: Fuzzy-trace theory and neurobiological perspectives. Child Development Perspectives, 9(2), 122-127. dx.doi.org/10.1111%2Fcdep.12117

Rogers, C. R., Jimenez, V., Benjamin, A., Rudolph, K. D., & Telzer, E. H. (2023). The effect of parents and peers on the neural correlates of risk taking and antisocial behavior during adolescence. Journal of Youth and Adolescence, 1-11. doi.org/10.1007/s10964-023-01789-4

Samanez-Larkin, G. R., & Knutson, B. (2015). Decision making in the ageing brain: changes in affective and motivational circuits. Nature Reviews Neuroscience, 16(5), 278-289. dx.doi.org/10.1038%2Fnrn3917

Schüller, T., Kohl, S., Dembek, T., Tittgemeyer, M., Huys, D., Visser-Vandewalle, V., ... & Baldermann, J. C. (2022). Internal capsule/nucleus accumbens deep brain stimulation increases impulsive decision-making in obsessive-compulsive disorder. Biological Psychiatry: Cognitive Neuroscience and Neuroimaging. doi.org/10.1016/j.bpsc.2022.10.005

Schulz, E., & Gershman, S. J. (2019). The algorithmic architecture of exploration in the human brain. Current Opinion in Neurobiology, 55, 7-14. doi.org/10.1016/j.conb.2018.11.003

Sharpe, M. J., Stalnaker, T., Schuck, N. W., Killcross, S., Schoenbaum, G., & Niv, Y. (2019). An integrated model of action selection: Distinct modes of cortical control of striatal decision making. Annual Review of Psychology, 70, 53-76. doi.org/10.1146/annurev-psych-010418-102824

Shaw, D., Czekóová, K., Gajdoš, M., Staněk, R., Špalek, J., & Brázdil, M. (2019). Social decision-making in the brain: Input-state output modelling reveals patterns of effective connectivity underlying reciprocal choices. Human Brain Mapping, 40(2), 699-712. dx.doi.org/10.1002%2Fhbm.24446

Sheehy-Skeffington, J. (2020). The effects of low socioeconomic status on decision-making processes. Current Opinion in Psychology, 33, 183-188. https://doi.org/10.1016/j.copsyc.2019.07.043

Sirigu, A., & Duhamel, J. R. (2016). Reward and decision processes in the brains of humans and nonhuman primates. Dialogues in Clinical Neuroscience, 18(1), 45–53. /doi.org/10.31887/DCNS.2016.18.1/asirigu

Small, C., & Lew, C. (2021). Mindfulness, moral reasoning and responsibility: Towards virtue in ethical decision-making. Journal of Business Ethics, 169(1), 103-117. doi.org/10.1007/s10551-019-04272-y

Speicher, N., Henze, G. I., Bärtl, C., Böhm, F., Sommer, M., Wüst, S., & Kudielka, B. M. (2023). Neural correlates of everyday moral decision-making: An exploratory ScanSTRESS study. Psychology & Neuroscience, 16(1), 71. doi.org/10.1037/pne0000306

Spektor, M. S., Bhatia, S., & Gluth, S. (2021). The elusiveness of context effects in decision making. Trends in Cognitive Sciences, 25(10), 843–854.doi.org/10.1016/j.tics.2021.07.011

Stanford (2011, November 7). Brain research at Stanford: Decision making [Video] (7:20 minutes). YouTube. https://www.youtube.com/watch?v=WRKfl4owWKc

Starke, A. D., Willemsen, M. C., & Trattner, C. (2021). Nudging healthy choices in food search through visual attractiveness. Frontiers in Artificial Intelligence, 4, Article 621743. doi.org/10.3389/frai.2021.621743

Sutil-Martín, D. L., & Rienda-Gómez, J. J. (2020). The Influence of unconscious perceptual processing on decision-making: A new perspective from cognitive neuroscience applied to Generation Z. Frontiers in Psychology, 11, Article 1728. dx.doi.org/10.3389%2Ffpsyg.2020.01728

Summerfield, C., & Tsetsos, K. (2015). Do humans make good decisions?. Trends in Cognitive Sciences, 19(1), 27-34. dx.doi.org/10.1016%2Fj.tics.2014.11.005

Sunstein, C. R. (2016). The council of psychological advisers. Annual Review of Psychology, 67, 713-737. doi.org/10.1146/annurev-psych-081914-124745

Sunstein, C., & Thaler, R. (2014). Why nudge. the politics of libertarian paternalism. New Haven.

Taylor, M. K., Marsh, E. J., & Samanez-Larkin, G. R. (2023). Heuristic decision-making across adulthood. Psychology and Aging, 38(6), 508–518. doi.org/10.1037/pag0000726

Thaler, R. H., & Sunstein, C. R. (2008). Nudge: improving decisions about health, wealth, and happiness. Yale University Press.

van Hoorn, J., Fuligni, A. J., Crone, E. A., & Galván, A. (2016). Peer influence effects on risk-taking and prosocial decision-making in adolescence: Insights from neuroimaging studies. Current Opinion in Behavioral Sciences, 10, 59-64. doi.org/10.1016/j.cobeha.2016.05.007

Veldwijk, J., Marceta, S. M., Swait, J. D., Lipman, S. A., & de Bekker-Grob, E. W. (2023). Taking the shortcut: Simplifying heuristics in discrete choice experiments. The Patient-Patient-Centered Outcomes Research, 1-15. doi.org/10.1007/s40271-023-00625-y

Wijaya, V. G., Oba, K., Ishibashi, R., & Sugiura, M. (2023). Why people hesitate to help: Neural correlates of the counter-dynamics of altruistic helping and individual differences in daily helping tendencies. Frontiers in Psychology, 14, 1080376. doi.org/10.3389/fpsyg.2023.1080376

Wischnewski, M., & Compen, B. (2022). Effects of theta transcranial alternating current stimulation (tACS) on exploration and exploitation during uncertain decision-making. Behavioural Brain Research, 426, 113840. doi.org/10.1016/j.bbr.2022.113840

Zalocusky, K. A., Ramakrishnan, C., Lerner, T. N., Davidson, T. J., Knutson, B., & Deisseroth, K. (2016). Nucleus accumbens D2R cells signal prior outcomes and control risky decision-making. Nature, 531(7596), 642-646. dx.doi.org/10.1038%2Fnature17400

Zhang, L., Lengersdorff, L., Mikus, N., Gläscher, J., & Lamm, C. (2020). Using reinforcement learning models in social neuroscience: Frameworks, pitfalls and suggestions of best practices. Social Cognitive and Affective Neuroscience, 15(6), 695-707. doi.org/10.1093/scan/nsaa089

Date of last update: 14-Dec-2022 CB

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