RT Journal Article SR Electronic T1 Magnitude-sensitive reaction times reveal non-linear time costs in multi-alternative decision-making JF bioRxiv FD Cold Spring Harbor Laboratory SP 2021.05.05.442775 DO 10.1101/2021.05.05.442775 A1 Marshall, James A. R. A1 Reina, Andreagiovanni A1 Hay, CĂ©lia A1 Dussutour, Audrey A1 Pirrone, Angelo YR 2021 UL http://biorxiv.org/content/early/2021/09/15/2021.05.05.442775.abstract AB Optimality analysis of value-based decisions in binary and multi-alternative choice settings predicts that reaction times should be sensitive only to differences in stimulus magnitudes, but not to overall absolute stimulus magnitude. Yet experimental work in the binary case has shown magnitude sensitive reaction times, and theory shows that this can be explained by switching from linear to geometric time costs, but also by nonlinear subjective utility. Thus disentangling explanations for observed magnitude sensitive reaction times is difficult. Here for the first time we extend the theoretical analysis of geometric time-discounting to ternary choices, and present novel experimental evidence for magnitude-sensitivity in such decisions, in both humans and slime moulds. We consider the optimal policies for all possible combinations of linear and geometric time costs, and linear and nonlinear utility; interestingly, geometric discounting emerges as the predominant explanation for magnitude sensitivity.Competing Interest StatementThe authors have declared no competing interest.