2026-10-14T07:23:02Z https://api.figshare.com/v2/oai

oai:figshare.com:article/34036262 2026-09-30T17:47:30Z category_15 category_734 category_931 category_106 portal_5 item_type_6 month_year_09_2026

<p>Supplementary material.</p> Krishn Bera (25145477) Alexander Fengler (24611274) Megan A. Boudewyn (25145480) Cameron S. Carter (5421878) Molly A. Erickson (5954450) James M. Gold (25145483) Steven J. Luck (25145486) J. Daniel Ragland (19372260) Andrew P. Yonelinas (25145489) Angus W. MacDonald III (25145492) Deanna M. Barch (6759263) Michael J. Frank (8703909) Neuroscience Biological Sciences not elsewhere classified Information Systems not elsewhere classified Science Policy support robust long novel neurocognitive process limited working memory increase response caution flexibly adapt behavior despite added complexity proactive control mechanisms oriented computational phenotyping computational advances support manipulating wm demands increased wm load slowed incremental rl cognitive control processes rl learning rates disentangle separable learning cognitive control computational modeling wm vs yielded accurate test phase term retention schizophrenia revealed sample test sample prediction rlwm paradigm previous choice people rely often equally given choice decision making <p>Single supporting file containing Figs A-I and Tables A-C, labeled as follows. <b>Fig A</b>, model predictions using posterior predictive checks for the PADDL and choice-only softmax models (HC group). <b>Fig B</b>, model predictions using posterior predictive checks for the PADDL model without the RL contribution (HC group). <b>Fig C</b>, out-of-sample validation of estimated parameters on the held-out test phase (SCZ group). <b>Fig D</b>, posterior predictive checks for the BP and MDD groups. <b>Fig E</b>, group-level posterior distributions across all clinical groups. <b>Fig F</b>, parameter recovery for the joint (PADDL) and choice-only (softmax) models. <b>Fig G</b>, comparison of empirical and simulated RT distributions. <b>Fig H</b>, VI loss as a function of iterations for multiple seeds, with convergence checks. <b>Fig I</b>, posterior pair plots for the group-level parameters. <b>Table A</b>, summary of posterior parameter estimates across all groups. <b>Table B</b>, summary of contrasts across all groups. <b>Table C</b>, demographic information about the groups.</p> <p>(PDF)</p> 2026-09-30T17:56:47Z Text Journal contribution 10.1371/journal.pcbi.1014796.s001 https://figshare.com/articles/journal_contribution/_p_Supplementary_material_p_/34036262 CC BY 4.0