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Gaze-dependent evidence accumulation predicts multi-alternative risky choice behaviour.


ABSTRACT: Choices are influenced by gaze allocation during deliberation, so that fixating an alternative longer leads to increased probability of choosing it. Gaze-dependent evidence accumulation provides a parsimonious account of choices, response times and gaze-behaviour in many simple decision scenarios. Here, we test whether this framework can also predict more complex context-dependent patterns of choice in a three-alternative risky choice task, where choices and eye movements were subject to attraction and compromise effects. Choices were best described by a gaze-dependent evidence accumulation model, where subjective values of alternatives are discounted while not fixated. Finally, we performed a systematic search over a large model space, allowing us to evaluate the relative contribution of different forms of gaze-dependence and additional mechanisms previously not considered by gaze-dependent accumulation models. Gaze-dependence remained the most important mechanism, but participants with strong attraction effects employed an additional similarity-dependent inhibition mechanism found in other models of multi-alternative multi-attribute choice.

SUBMITTER: Molter F 

PROVIDER: S-EPMC9292127 | biostudies-literature | 2022 Jul

REPOSITORIES: biostudies-literature

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Gaze-dependent evidence accumulation predicts multi-alternative risky choice behaviour.

Molter Felix F   Thomas Armin W AW   Huettel Scott A SA   Heekeren Hauke R HR   Mohr Peter N C PNC  

PLoS computational biology 20220706 7


Choices are influenced by gaze allocation during deliberation, so that fixating an alternative longer leads to increased probability of choosing it. Gaze-dependent evidence accumulation provides a parsimonious account of choices, response times and gaze-behaviour in many simple decision scenarios. Here, we test whether this framework can also predict more complex context-dependent patterns of choice in a three-alternative risky choice task, where choices and eye movements were subject to attract  ...[more]

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