{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,9]],"date-time":"2026-10-09T23:08:40Z","timestamp":1791587320838,"version":"4.3.4"},"update-to":[{"DOI":"10.1371\/journal.pcbi.1014439","type":"new_version","label":"New version","source":"publisher","updated":{"date-parts":[[2026,7,21]],"date-time":"2026-07-21T00:00:00Z","timestamp":1784592000000}}],"reference-count":53,"publisher":"Public Library of Science (PLoS)","issue":"7","license":[{"start":{"date-parts":[[2026,7,14]],"date-time":"2026-07-14T00:00:00Z","timestamp":1783987200000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"UCL Institute of Mental Health"},{"name":"Carigest S.A."},{"DOI":"10.13039\/100010269","name":"Wellcome Trust","doi-asserted-by":"publisher","award":["221826\/Z\/20\/Z"],"award-info":[{"award-number":["221826\/Z\/20\/Z"]}],"id":[{"id":"10.13039\/100010269","id-type":"DOI","asserted-by":"publisher"}]},{"name":"UCLH NIHR Biomedical Research Centre"}],"content-domain":{"domain":["www.ploscompbiol.org"],"crossmark-restriction":false},"short-container-title":["PLoS Comput Biol"],"abstract":"<jats:sec id=\"sec001\">\n                    <jats:title>Background<\/jats:title>\n                    <jats:p>Behavioral Activation therapy is an effective treatment for major depressive disorder. Conceptually, the mechanisms through which it acts are thought to involve alterations to reinforcement learning, and several recent studies have supported this in laboratory settings. However, it remains unclear whether reinforcement learning mechanisms are involved in a realistic treatment setting.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec id=\"sec002\">\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p>In a randomized controlled observational study in the UK NHS talking Therapy service, 152 participants with low mood received reinforcement learning assessments using an affective Go\/No-Go task. The assessment timepoints were randomized between subjects, with assessments occurring either before (control; n\u2009=\u200978) or during BA therapy (active; n\u2009=\u200974). Changes in Pavlovian biases were quantified using computational modeling.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec id=\"sec003\">\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>\n                      Anhedonia improved during treatment, but not before (\n                      <jats:italic>p<\/jats:italic>\n                      \u2009=\u20090.047;\n                      <jats:italic>d<\/jats:italic>\n                      \u2009=\u20090.53). The active treatment group showed significant changes in Pavlovian parameters compared to controls (\n                      <jats:italic>p<\/jats:italic>\n                      <jats:sub>FDR<\/jats:sub>\n                      \u2009=\u20090.012;\n                      <jats:italic>d<\/jats:italic>\n                      \u2009=\u20090.65). Pavlovian biases became more positive in the active group (\n                      <jats:italic>M<\/jats:italic>\n                      \u2009=\u20090.44,\n                      <jats:italic>SD<\/jats:italic>\n                      \u2009=\u20090.81) and more negative in the control group (\n                      <jats:inline-formula id=\"pcbi.1014439.e001\">\n                        <jats:alternatives>\n                          <jats:graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"pcbi.1014439.e001g\" mimetype=\"image\" position=\"anchor\" xlink:href=\"info:doi\/10.1371\/journal.pcbi.1014439.e001\" xlink:type=\"simple\"\/>\n                          <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"inline\" id=\"M1\">\n                            <mml:mrow>\n                              <mml:mi>M<\/mml:mi>\n                              <mml:mo>=<\/mml:mo>\n                              <mml:mo>\u2212<\/mml:mo>\n                              <mml:mn>0.12<\/mml:mn>\n                            <\/mml:mrow>\n                          <\/mml:math>\n                        <\/jats:alternatives>\n                      <\/jats:inline-formula>\n                      ,\n                      <jats:italic>SD<\/jats:italic>\n                      \u2009=\u20090.70). Changes in aversive Pavlovian bias statistically mediated treatment effects on symptoms of anhedonia (\n                      <jats:inline-formula id=\"pcbi.1014439.e002\">\n                        <jats:alternatives>\n                          <jats:graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"pcbi.1014439.e002g\" mimetype=\"image\" position=\"anchor\" xlink:href=\"info:doi\/10.1371\/journal.pcbi.1014439.e002\" xlink:type=\"simple\"\/>\n                          <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"inline\" id=\"M2\">\n                            <mml:mrow>\n                              <mml:mi>\u03b2<\/mml:mi>\n                              <mml:mo>=<\/mml:mo>\n                              <mml:mo>\u2212<\/mml:mo>\n                              <mml:mn>1.77<\/mml:mn>\n                            <\/mml:mrow>\n                          <\/mml:math>\n                        <\/jats:alternatives>\n                      <\/jats:inline-formula>\n                      ,\n                      <jats:italic>p<\/jats:italic>\n                      \u2009=\u20090.036, bootstrap; p\u2009=\u20090.0280).\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec id=\"sec004\">\n                    <jats:title>Conclusions<\/jats:title>\n                    <jats:p>Behavioral Activation modified Pavlovian biases early in treatment by simultaneously strengthening appetitive and diminishing aversive responses. Reduction in aversive bias statistically mediated improvements in anhedonia, suggesting a specific cognitive mechanism through which Behavioral Activation exerts its therapeutic effects. The study provides evidence that online measurements of cognitive function may have potential as mechanistic biomarkers.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.1371\/journal.pcbi.1014439","type":"journal-article","created":{"date-parts":[[2026,7,14]],"date-time":"2026-07-14T17:38:48Z","timestamp":1784050728000},"page":"e1014439","update-policy":"https:\/\/doi.org\/10.1371\/journal.pcbi.corrections_policy","source":"Crossref","is-referenced-by-count":1,"title":["Early reduction in aversive Pavlovian bias as a mediator of anhedonia improvement during Behavioural Activation in realistic treatment settings"],"prefix":"10.1371","volume":"22","author":[{"ORCID":"https:\/\/orcid.org\/0009-0006-2455-3031","authenticated-orcid":true,"given":"Lioba C. 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