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When Optimal Choices Feel Wrong: A Laboratory Study of Bayesian Updating, Complexity, and Affect by Gary Charness and Dan Levin. Published in volume 95, issue 4, pages 1300-1309 of American Economic Review, September 2005
Charness et al. (Mon,) studied this question.