{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,7]],"date-time":"2026-03-07T17:29:15Z","timestamp":1772904555985,"version":"3.50.1"},"update-to":[{"DOI":"10.1371\/journal.pcbi.1010326","type":"new_version","label":"New version","source":"publisher","updated":{"date-parts":[[2022,8,4]],"date-time":"2022-08-04T00:00:00Z","timestamp":1659571200000}}],"reference-count":64,"publisher":"Public Library of Science (PLoS)","issue":"7","license":[{"start":{"date-parts":[[2022,7,25]],"date-time":"2022-07-25T00:00:00Z","timestamp":1658707200000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100000265","name":"Medical Research Council","doi-asserted-by":"publisher","award":["MR\/N013700\/1"],"award-info":[{"award-number":["MR\/N013700\/1"]}],"id":[{"id":"10.13039\/501100000265","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100004440","name":"Wellcome Trust","doi-asserted-by":"publisher","award":["095844\/7\/11\/Z"],"award-info":[{"award-number":["095844\/7\/11\/Z"]}],"id":[{"id":"10.13039\/100004440","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["www.ploscompbiol.org"],"crossmark-restriction":false},"short-container-title":["PLoS Comput Biol"],"abstract":"<jats:p>Theoretical accounts suggest heightened uncertainty about the state of the world underpin aberrant belief updates, which in turn increase the risk of developing a persecutory delusion. However, this raises the question as to how an agent\u2019s uncertainty may relate to the precise phenomenology of paranoia, as opposed to other qualitatively different forms of belief. We tested whether the same population (n = 693) responded similarly to non-social and social contingency changes in a probabilistic reversal learning task and a modified repeated reversal Dictator game, and the impact of paranoia on both. We fitted computational models that included closely related parameters that quantified the rigidity across contingency reversals and the uncertainty about the environment\/partner. Consistent with prior work we show that paranoia was associated with uncertainty around a partner\u2019s behavioural policy and rigidity in harmful intent attributions in the social task. In the non-social task we found that pre-existing paranoia was associated with larger decision temperatures and commitment to suboptimal cards. We show relationships between decision temperature in the non-social task and priors over harmful intent attributions and uncertainty over beliefs about partners in the social task. Our results converge across both classes of model, suggesting paranoia is associated with a general uncertainty over the state of the world (and agents within it) that takes longer to resolve, although we demonstrate that this uncertainty is expressed asymmetrically in social contexts. Our model and data allow the representation of sociocognitive mechanisms that explain persecutory delusions and provide testable, phenomenologically relevant predictions for causal experiments.<\/jats:p>","DOI":"10.1371\/journal.pcbi.1010326","type":"journal-article","created":{"date-parts":[[2022,7,25]],"date-time":"2022-07-25T17:38:20Z","timestamp":1658770700000},"page":"e1010326","update-policy":"https:\/\/doi.org\/10.1371\/journal.pcbi.corrections_policy","source":"Crossref","is-referenced-by-count":28,"title":["The computational relationship between reinforcement learning, social inference, and paranoia"],"prefix":"10.1371","volume":"18","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-6002-1362","authenticated-orcid":true,"given":"Joseph M.","family":"Barnby","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1152-5323","authenticated-orcid":true,"given":"Mitul A.","family":"Mehta","sequence":"additional","affiliation":[]},{"given":"Michael","family":"Moutoussis","sequence":"additional","affiliation":[]}],"member":"340","published-online":{"date-parts":[[2022,7,25]]},"reference":[{"key":"pcbi.1010326.ref001","doi-asserted-by":"crossref","first-page":"102239","DOI":"10.1016\/j.nicl.2020.102239","article-title":"Atypical processing of uncertainty in individuals at risk for psychosis","volume":"26","author":"DM Cole","year":"2020","journal-title":"NeuroImage: Clinical"},{"issue":"2","key":"pcbi.1010326.ref002","first-page":"173","article-title":"Volatility estimates increase choice switching and relate to prefrontal activity in schizophrenia","volume":"5","author":"L Deserno","year":"2020","journal-title":"Biological Psychiatry: Cognitive Neuroscience and Neuroimaging"},{"key":"pcbi.1010326.ref003","doi-asserted-by":"crossref","first-page":"e56345","DOI":"10.7554\/eLife.56345","article-title":"Paranoia as a deficit in non-social belief updating.","volume":"9","author":"EJ Reed","year":"2020","journal-title":"Elife"},{"key":"pcbi.1010326.ref004","article-title":"Belief Updating and Paranoia in Individuals with Schizophrenia","author":"JM Sheffield","year":"2022","journal-title":"Biological Psychiatry: Cognitive Neuroscience and Neuroimaging"},{"issue":"9","key":"pcbi.1010326.ref005","doi-asserted-by":"crossref","first-page":"1214","DOI":"10.1038\/nn1954","article-title":"Learning the value of information in an uncertain world","volume":"10","author":"TE Behrens","year":"2007","journal-title":"Nature neuroscience"},{"key":"pcbi.1010326.ref006","doi-asserted-by":"crossref","first-page":"825","DOI":"10.3389\/fnhum.2014.00825","article-title":"Uncertainty in perception and the Hierarchical Gaussian Filter.","volume":"8","author":"CD Mathys","year":"2014","journal-title":"Frontiers in human neuroscience"},{"key":"pcbi.1010326.ref007","doi-asserted-by":"crossref","first-page":"221","DOI":"10.1016\/j.cortex.2020.02.024","article-title":"Bayesian modelling captures inter-individual differences in social belief computations in the putamen and insula","volume":"131","author":"L. 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