Healthful Choices Depend on the Latency and Rate of Information Accumulation
Overview
Social Sciences
Authors
Affiliations
The drift diffusion model provides a parsimonious explanation of decisions across neurobiological, psychological and behavioural levels of analysis. Although most drift diffusion model implementations assume that only a single value guides decisions, choices often involve multiple attributes that could make separable contributions to choice. Here we fit incentive-compatible dietary choices to a multi-attribute, time-dependent drift diffusion model, in which taste and health could differentially influence the evidence accumulation process. We find that these attributes shaped both the relative value signal and the latency of evidence accumulation in a manner consistent with participants' idiosyncratic preferences. Moreover, by using a dietary prime, we showed how a healthy choice intervention alters multi-attribute, time-dependent drift diffusion model parameters that in turn predict prime-dependent choices. Our results reveal that different decision attributes make separable contributions to the strength and timing of evidence accumulation, providing new insights into the construction of interventions to alter the processes of choice.
Relative social status alters the synchrony of attribute integration in altruistic decisions.
Ni Y, Li J iScience. 2025; 28(3):111911.
PMID: 40040804 PMC: 11876899. DOI: 10.1016/j.isci.2025.111911.
Experiencing nature leads to healthier food choices.
Langlois M, Chandon P Commun Psychol. 2024; 2(1):24.
PMID: 39242850 PMC: 11332233. DOI: 10.1038/s44271-024-00072-x.
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.
Brain activity of professional investors signals future stock performance.
van Brussel L, Boksem M, Dietvorst R, Smidts A Proc Natl Acad Sci U S A. 2024; 121(16):e2307982121.
PMID: 38593084 PMC: 11032448. DOI: 10.1073/pnas.2307982121.
Attribute latencies causally shape intertemporal decisions.
Chen F, Zheng J, Wang L, Krajbich I Nat Commun. 2024; 15(1):2948.
PMID: 38580626 PMC: 10997753. DOI: 10.1038/s41467-024-46657-2.