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Heuristics in Risky Decision-making Relate to Preferential Representation of Information

Overview
Journal Nat Commun
Specialty Biology
Date 2024 May 20
PMID 38769095
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Abstract

When making choices, individuals differ from one another, as well as from normativity, in how they weigh different types of information. One explanation for this relates to idiosyncratic preferences in what information individuals represent when evaluating choice options. Here, we test this explanation with a simple risky-decision making task, combined with magnetoencephalography (MEG). We examine the relationship between individual differences in behavioral markers of information weighting and neural representation of stimuli pertinent to incorporating that information. We find that the extent to which individuals (N = 19) behaviorally weight probability versus reward information is related to how preferentially they neurally represent stimuli most informative for making probability and reward comparisons. These results are further validated in an additional behavioral experiment (N = 88) that measures stimulus representation as the latency of perceptual detection following priming. Overall, the results suggest that differences in the information individuals consider during choice relate to their risk-taking tendencies.

Citing Articles

Heuristics in risky decision-making relate to preferential representation of information.

Russek E, Moran R, Liu Y, Dolan R, Huys Q Nat Commun. 2024; 15(1):4269.

PMID: 38769095 PMC: 11106265. DOI: 10.1038/s41467-024-48547-z.

References
1.
Huys Q, Cools R, Golzer M, Friedel E, Heinz A, Dolan R . Disentangling the roles of approach, activation and valence in instrumental and pavlovian responding. PLoS Comput Biol. 2011; 7(4):e1002028. PMC: 3080848. DOI: 10.1371/journal.pcbi.1002028. View

2.
Rouault M, Drugowitsch J, Koechlin E . Prefrontal mechanisms combining rewards and beliefs in human decision-making. Nat Commun. 2019; 10(1):301. PMC: 6336816. DOI: 10.1038/s41467-018-08121-w. View

3.
Loewenstein G, Weber E, Hsee C, Welch N . Risk as feelings. Psychol Bull. 2001; 127(2):267-86. DOI: 10.1037/0033-2909.127.2.267. View

4.
Wimmer G, Shohamy D . Preference by association: how memory mechanisms in the hippocampus bias decisions. Science. 2012; 338(6104):270-3. DOI: 10.1126/science.1223252. View

5.
Vul E, Goodman N, Griffiths T, Tenenbaum J . One and done? Optimal decisions from very few samples. Cogn Sci. 2014; 38(4):599-637. DOI: 10.1111/cogs.12101. View