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Apathy Is Associated With Reduced Precision of Prior Beliefs About Action Outcomes
Apathy is a debilitating syndrome that is associated with reduced goal-directed behavior. Although apathy is common and detrimental to prognosis in many neuropsychiatric diseases, its underlying mechanisms remain controversial. We propose a new model of apathy, in the context of Bayesian theories of...
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Published in: | Journal of experimental psychology. General 2020-09, Vol.149 (9), p.1767-1777 |
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container_title | Journal of experimental psychology. General |
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creator | Hezemans, Frank H. Wolpe, Noham Rowe, James B. |
description | Apathy is a debilitating syndrome that is associated with reduced goal-directed behavior. Although apathy is common and detrimental to prognosis in many neuropsychiatric diseases, its underlying mechanisms remain controversial. We propose a new model of apathy, in the context of Bayesian theories of brain function, whereby actions require predictions of their outcomes to be held with sufficient precision for "explaining away" differences in sensory inputs. In the active inference model, apathy results from reduced precision of prior beliefs about action outcomes. We tested this hypothesis using a visuomotor task in healthy adults (N = 47), with experimental manipulation of physical effort and financial reward. Bayesian modeling of performance and participants' perception of their performance was used to infer the precision of their priors. We confirmed that the perception of performance was biased toward the target, which was accounted for by relatively precise prior beliefs about action outcomes. These priors were consistently more precise than the corresponding performance distribution, and were scaled to effort and reward. Crucially, prior precision was negatively associated with trait apathy, suggesting that apathetic individuals had less precise prior beliefs about action outcomes. The results support a Bayesian account of apathy that could inform future studies of clinical populations. |
doi_str_mv | 10.1037/xge0000739 |
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Although apathy is common and detrimental to prognosis in many neuropsychiatric diseases, its underlying mechanisms remain controversial. We propose a new model of apathy, in the context of Bayesian theories of brain function, whereby actions require predictions of their outcomes to be held with sufficient precision for "explaining away" differences in sensory inputs. In the active inference model, apathy results from reduced precision of prior beliefs about action outcomes. We tested this hypothesis using a visuomotor task in healthy adults (N = 47), with experimental manipulation of physical effort and financial reward. Bayesian modeling of performance and participants' perception of their performance was used to infer the precision of their priors. We confirmed that the perception of performance was biased toward the target, which was accounted for by relatively precise prior beliefs about action outcomes. These priors were consistently more precise than the corresponding performance distribution, and were scaled to effort and reward. Crucially, prior precision was negatively associated with trait apathy, suggesting that apathetic individuals had less precise prior beliefs about action outcomes. The results support a Bayesian account of apathy that could inform future studies of clinical populations.</description><identifier>ISSN: 0096-3445</identifier><identifier>EISSN: 1939-2222</identifier><identifier>DOI: 10.1037/xge0000739</identifier><identifier>PMID: 32039624</identifier><language>eng</language><publisher>United States: American Psychological Association</publisher><subject>Adolescent ; Adult ; Apathy ; Apathy - physiology ; Bayes Theorem ; Bayesian Analysis ; Clinical outcomes ; Female ; Goal Orientation ; Human ; Humans ; Male ; Medical prognosis ; Mental disorders ; Motivation ; Neuropsychology ; Perceptual Motor Processes ; Prediction ; Psychomotor Performance - physiology ; Reward ; Rewards ; Young Adult</subject><ispartof>Journal of experimental psychology. 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General</title><addtitle>J Exp Psychol Gen</addtitle><description>Apathy is a debilitating syndrome that is associated with reduced goal-directed behavior. Although apathy is common and detrimental to prognosis in many neuropsychiatric diseases, its underlying mechanisms remain controversial. We propose a new model of apathy, in the context of Bayesian theories of brain function, whereby actions require predictions of their outcomes to be held with sufficient precision for "explaining away" differences in sensory inputs. In the active inference model, apathy results from reduced precision of prior beliefs about action outcomes. We tested this hypothesis using a visuomotor task in healthy adults (N = 47), with experimental manipulation of physical effort and financial reward. Bayesian modeling of performance and participants' perception of their performance was used to infer the precision of their priors. We confirmed that the perception of performance was biased toward the target, which was accounted for by relatively precise prior beliefs about action outcomes. These priors were consistently more precise than the corresponding performance distribution, and were scaled to effort and reward. Crucially, prior precision was negatively associated with trait apathy, suggesting that apathetic individuals had less precise prior beliefs about action outcomes. The results support a Bayesian account of apathy that could inform future studies of clinical populations.</description><subject>Adolescent</subject><subject>Adult</subject><subject>Apathy</subject><subject>Apathy - physiology</subject><subject>Bayes Theorem</subject><subject>Bayesian Analysis</subject><subject>Clinical outcomes</subject><subject>Female</subject><subject>Goal Orientation</subject><subject>Human</subject><subject>Humans</subject><subject>Male</subject><subject>Medical prognosis</subject><subject>Mental disorders</subject><subject>Motivation</subject><subject>Neuropsychology</subject><subject>Perceptual Motor Processes</subject><subject>Prediction</subject><subject>Psychomotor Performance - physiology</subject><subject>Reward</subject><subject>Rewards</subject><subject>Young Adult</subject><issn>0096-3445</issn><issn>1939-2222</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2020</creationdate><recordtype>article</recordtype><recordid>eNp9kUtr3TAQhUVoSW6TbPIDiqGbUnCrly1rE7gNfQQCCaGlSyFLo1wFX8uR5NL77ytz0_Sx6GzEMJ8Oc-YgdEbwW4KZePfjDnApweQBWhHJZE1LPUMrjGVbM86bI_QipfsFYl17iI4YxUy2lK_Q7XrSebOrLlO1TikYrzPY6pvPm-oW7GxKcxPB-OTDWAVXGh9i9R4GD6586cOcq7XJy_R6ziZsIZ2g504PCU4f32P09eOHLxef66vrT5cX66tac0Fz7cD2GIwwhOqe2K6VzjKqO9dhJzAlHaaucbihxDS9AW61lbLjgjtHjDWcHaPzve4091uwBsYc9aCm6Lc67lTQXv09Gf1G3YXvqhxKdC0pAq8fBWJ4mCFltfXJwDDoEcKcFGUNw4TzVhT01T_ofZjjWOwpylnLqWTl8P-jWEMFaRu27P1mT5kYUorgnlYmWC2Bqt-BFvjlnyaf0F8JFqDeA3rSako7o2P2ZoBk5hiL8UVMES6VVEQUJz8B3G-rLw</recordid><startdate>20200901</startdate><enddate>20200901</enddate><creator>Hezemans, Frank H.</creator><creator>Wolpe, Noham</creator><creator>Rowe, James B.</creator><general>American Psychological Association</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7RZ</scope><scope>PSYQQ</scope><scope>7X8</scope><scope>5PM</scope><orcidid>https://orcid.org/0000-0003-0092-3289</orcidid><orcidid>https://orcid.org/0000-0001-7216-8679</orcidid></search><sort><creationdate>20200901</creationdate><title>Apathy Is Associated With Reduced Precision of Prior Beliefs About Action Outcomes</title><author>Hezemans, Frank H. ; Wolpe, Noham ; Rowe, James B.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-a472t-fedb0ec7c12ab1d869fd32a8f80f7021802f5f0521c5bce4dad998474ff1cdc43</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2020</creationdate><topic>Adolescent</topic><topic>Adult</topic><topic>Apathy</topic><topic>Apathy - physiology</topic><topic>Bayes Theorem</topic><topic>Bayesian Analysis</topic><topic>Clinical outcomes</topic><topic>Female</topic><topic>Goal Orientation</topic><topic>Human</topic><topic>Humans</topic><topic>Male</topic><topic>Medical prognosis</topic><topic>Mental disorders</topic><topic>Motivation</topic><topic>Neuropsychology</topic><topic>Perceptual Motor Processes</topic><topic>Prediction</topic><topic>Psychomotor Performance - physiology</topic><topic>Reward</topic><topic>Rewards</topic><topic>Young Adult</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Hezemans, Frank H.</creatorcontrib><creatorcontrib>Wolpe, Noham</creatorcontrib><creatorcontrib>Rowe, James B.</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>PsycArticles</collection><collection>ProQuest One Psychology</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Journal of experimental psychology. General</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Hezemans, Frank H.</au><au>Wolpe, Noham</au><au>Rowe, James B.</au><au>Cowan, Nelson</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Apathy Is Associated With Reduced Precision of Prior Beliefs About Action Outcomes</atitle><jtitle>Journal of experimental psychology. General</jtitle><addtitle>J Exp Psychol Gen</addtitle><date>2020-09-01</date><risdate>2020</risdate><volume>149</volume><issue>9</issue><spage>1767</spage><epage>1777</epage><pages>1767-1777</pages><issn>0096-3445</issn><eissn>1939-2222</eissn><abstract>Apathy is a debilitating syndrome that is associated with reduced goal-directed behavior. Although apathy is common and detrimental to prognosis in many neuropsychiatric diseases, its underlying mechanisms remain controversial. We propose a new model of apathy, in the context of Bayesian theories of brain function, whereby actions require predictions of their outcomes to be held with sufficient precision for "explaining away" differences in sensory inputs. In the active inference model, apathy results from reduced precision of prior beliefs about action outcomes. We tested this hypothesis using a visuomotor task in healthy adults (N = 47), with experimental manipulation of physical effort and financial reward. Bayesian modeling of performance and participants' perception of their performance was used to infer the precision of their priors. We confirmed that the perception of performance was biased toward the target, which was accounted for by relatively precise prior beliefs about action outcomes. These priors were consistently more precise than the corresponding performance distribution, and were scaled to effort and reward. 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subjects | Adolescent Adult Apathy Apathy - physiology Bayes Theorem Bayesian Analysis Clinical outcomes Female Goal Orientation Human Humans Male Medical prognosis Mental disorders Motivation Neuropsychology Perceptual Motor Processes Prediction Psychomotor Performance - physiology Reward Rewards Young Adult |
title | Apathy Is Associated With Reduced Precision of Prior Beliefs About Action Outcomes |
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