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. Author manuscript; available in PMC: 2019 Dec 17.
Published in final edited form as: Nat Hum Behav. 2019 Jun 17;3(10):1116–1123. doi: 10.1038/s41562-019-0628-0

Table 3. Model and prior fits.

a) The winning model is that with the lowest Leave-One-Out Information Criterion (LOOIC). The lowest two numbers (for bandit4arm_lapse and bandit4arm_lapse_decay) are displayed in bold. b) The lowest LOOIC is then obtained when the top two models are fit with two priors: one for symptomatic and one for healthy individuals (Diagnosis priors). Note that fitting the decay model with a single prior did not converge rendering the LOOIC value meaningless.

      a) Model LOOIC
bandit4arm 128456
bandit4arm_lapse 128198
igt_pvl_decay 132008
igt_pvl_delta 131774
bandit4arm_2par_lapse 140144
bandit4arm_singleA_lapse 129120
bandit4arm_lapse_decay 126289
      b) Prior LOOIC
bandit4arm_lapse bandit4arm_lapse_decay
Diagnosis and Condition Priors (4) 128198 126289
Diagnosis Priors (2) 128166 126094
Condition Priors (2) 128225 126233
Single Prior (1) 128174