{"id":"https://openalex.org/W4410940971","doi":"https://doi.org/10.1007/s12559-026-10635-1","title":"Computational Link Between Motivational Factors and Cognitive Deficits in Depression","display_name":"Computational Link Between Motivational Factors and Cognitive Deficits in Depression","publication_year":2026,"publication_date":"2026-11-03","ids":{"openalex":"https://openalex.org/W4410940971","doi":"https://doi.org/10.1007/s12559-026-10635-1","pmid":"https://pubmed.ncbi.nlm.nih.gov/42984673","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/13731473"},"language":"en","primary_location":{"id":"doi:10.1007/s12559-026-10635-1","doi":"https://doi.org/10.1007/s12559-026-10635-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12559-026-10635-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12559-026-10635-1.pdf","source":{"id":"https://openalex.org/S133078663","display_name":"Cognitive Computation","issn_l":"1866-9956","issn":["1866-9956","1866-9964"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-c","doyens","jufo-2","norway-1","poland-100","russia-white-list-1"],"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cognitive Computation","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s12559-026-10635-1.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5041941725","display_name":"Aleks Stolicyn","orcid":"https://orcid.org/0000-0002-1147-7539","observed_orcids":["https://orcid.org/0000-0002-1147-7539"]},"institutions":[{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Aleks Stolicyn","raw_affiliation_strings":["Division of Psychiatry, Centre for Clinical Brain Sciences, University of Edinburgh, Chancellor's Building, 49 Little France Crescent, Edinburgh BioQuarter, Edinburgh, EH16 4SB UK","Institute for Machine Learning, School of Informatics, University of Edinburgh, 10 Crichton Street, Edinburgh, EH8 9AB UK","Division of Psychiatry Centre for Clinical Brain Sciences, University of Edinburgh Chancellor's Building, 49 Little France Crescent Edinburgh BioQuarter, Edinburgh EH6 4SB, UK"],"raw_orcid":"https://orcid.org/0000-0002-1147-7539","affiliations":[{"raw_affiliation_string":"Division of Psychiatry, Centre for Clinical Brain Sciences, University of Edinburgh, Chancellor's Building, 49 Little France Crescent, Edinburgh BioQuarter, Edinburgh, EH16 4SB UK","institution_ids":["https://openalex.org/I98677209"]},{"raw_affiliation_string":"Institute for Machine Learning, School of Informatics, University of Edinburgh, 10 Crichton Street, Edinburgh, EH8 9AB UK","institution_ids":["https://openalex.org/I98677209"]},{"raw_affiliation_string":"Division of Psychiatry Centre for Clinical Brain Sciences, University of Edinburgh Chancellor's Building, 49 Little France Crescent Edinburgh BioQuarter, Edinburgh EH6 4SB, UK","institution_ids":["https://openalex.org/I98677209"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039060299","display_name":"Liana Romaniuk","orcid":"https://orcid.org/0000-0002-3823-8052","observed_orcids":["https://orcid.org/0000-0002-3823-8052"]},"institutions":[{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]},{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Liana Romaniuk","raw_affiliation_strings":["Division of Psychiatry, Centre for Clinical Brain Sciences, University of Edinburgh, Chancellor's Building, 49 Little France Crescent, Edinburgh BioQuarter, Edinburgh, EH16 4SB UK","School of Health and Wellbeing, University of Glasgow, Clarice Pears Building, 90 Byres Road, Glasgow, G12 8TB UK","Division of Psychiatry Centre for Clinical Brain Sciences, University of Edinburgh Chancellor's Building, 49 Little France Crescent Edinburgh BioQuarter, Edinburgh EH6 4SB, UK"],"raw_orcid":"https://orcid.org/0000-0002-3823-8052","affiliations":[{"raw_affiliation_string":"Division of Psychiatry, Centre for Clinical Brain Sciences, University of Edinburgh, Chancellor's Building, 49 Little France Crescent, Edinburgh BioQuarter, Edinburgh, EH16 4SB UK","institution_ids":["https://openalex.org/I98677209"]},{"raw_affiliation_string":"School of Health and Wellbeing, University of Glasgow, Clarice Pears Building, 90 Byres Road, Glasgow, G12 8TB UK","institution_ids":["https://openalex.org/I7882870"]},{"raw_affiliation_string":"Division of Psychiatry Centre for Clinical Brain Sciences, University of Edinburgh Chancellor's Building, 49 Little France Crescent Edinburgh BioQuarter, Edinburgh EH6 4SB, UK","institution_ids":["https://openalex.org/I98677209"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066795737","display_name":"Stephen M. Lawrie","orcid":"https://orcid.org/0000-0002-2444-5675","observed_orcids":["https://orcid.org/0000-0002-2444-5675"]},"institutions":[{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Stephen M. Lawrie","raw_affiliation_strings":["Division of Psychiatry, Centre for Clinical Brain Sciences, University of Edinburgh, Chancellor's Building, 49 Little France Crescent, Edinburgh BioQuarter, Edinburgh, EH16 4SB UK","Division of Psychiatry Centre for Clinical Brain Sciences, University of Edinburgh Chancellor's Building, 49 Little France Crescent Edinburgh BioQuarter, Edinburgh EH6 4SB, UK"],"raw_orcid":"https://orcid.org/0000-0002-2444-5675","affiliations":[{"raw_affiliation_string":"Division of Psychiatry, Centre for Clinical Brain Sciences, University of Edinburgh, Chancellor's Building, 49 Little France Crescent, Edinburgh BioQuarter, Edinburgh, EH16 4SB UK","institution_ids":["https://openalex.org/I98677209"]},{"raw_affiliation_string":"Division of Psychiatry Centre for Clinical Brain Sciences, University of Edinburgh Chancellor's Building, 49 Little France Crescent Edinburgh BioQuarter, Edinburgh EH6 4SB, UK","institution_ids":["https://openalex.org/I98677209"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5029505001","display_name":"Peggy Seri\u00e8s","orcid":"https://orcid.org/0000-0002-8580-7975","observed_orcids":["https://orcid.org/0000-0002-8580-7975"]},"institutions":[{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Peggy Seri\u00e8s","raw_affiliation_strings":["Institute for Machine Learning, School of Informatics, University of Edinburgh, 10 Crichton Street, Edinburgh, EH8 9AB UK","Institute for Adaptive and Neural Computation School of Informatics, University of Edinburgh 10 Crichton Street, Edinburgh EH8 9AB, UK"],"raw_orcid":"https://orcid.org/0000-0002-8580-7975","affiliations":[{"raw_affiliation_string":"Institute for Machine Learning, School of Informatics, University of Edinburgh, 10 Crichton Street, Edinburgh, EH8 9AB UK","institution_ids":["https://openalex.org/I98677209"]},{"raw_affiliation_string":"Institute for Adaptive and Neural Computation School of Informatics, University of Edinburgh 10 Crichton Street, Edinburgh EH8 9AB, UK","institution_ids":["https://openalex.org/I98677209"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5041941725"],"corresponding_institution_ids":["https://openalex.org/I98677209"],"apc_list":{"value":3090,"currency":"USD","value_usd":3090},"apc_paid":{"value":3090,"currency":"USD","value_usd":3090},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.00619079,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"18","issue":"1","first_page":"122","last_page":"122"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10042","display_name":"Neural and Behavioral Psychology Studies","score":0.9009000062942505,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10042","display_name":"Neural and Behavioral Psychology Studies","score":0.9009000062942505,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10853","display_name":"Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes","score":0.08529999852180481,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11071","display_name":"Treatment of Major Depression","score":0.0034000000450760126,"subfield":{"id":"https://openalex.org/subfields/2736","display_name":"Pharmacology (medical)"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/depression","display_name":"depression","score":0.9729999899864197},{"id":"https://openalex.org/keywords/cognitive-impairment","display_name":"cognitive impairment","score":0.9909999966621399},{"id":"https://openalex.org/keywords/motivational-factors","display_name":"motivational factors","score":0.7670000195503235},{"id":"https://openalex.org/keywords/learned-helplessness","display_name":"learned helplessness","score":0.878000020980835},{"id":"https://openalex.org/keywords/anhedonia","display_name":"anhedonia","score":0.8870000243186951},{"id":"https://openalex.org/keywords/negative-bias","display_name":"negative bias","score":0.7910000085830688},{"id":"https://openalex.org/keywords/optimal-resource-allocation","display_name":"resource allocation optimization","score":0.6600000262260437},{"id":"https://openalex.org/keywords/computational-modeling","display_name":"computational modeling","score":0.8140000104904175},{"id":"https://openalex.org/keywords/delayed-matching-to-sample","display_name":"delayed matching-to-sample","score":0.7979999780654907},{"id":"https://openalex.org/keywords/flanker-task","display_name":"flanker task","score":0.9520000219345093},{"id":"https://openalex.org/keywords/error-related-negativity","display_name":"error-related negativity","score":0.8629999756813049},{"id":"https://openalex.org/keywords/reaction-time","display_name":"reaction time","score":0.6269999742507935},{"id":"https://openalex.org/keywords/performance-accuracy","display_name":"performance accuracy","score":0.4749999940395355}],"concepts":[{"id":"https://openalex.org/C2778753846","wikidata":"https://www.wikidata.org/wiki/Q6554239","display_name":"Link (geometry)","level":2,"score":0.7957853674888611},{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.620112419128418},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5814495086669922},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.5321369171142578},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.5090060234069824},{"id":"https://openalex.org/C188147891","wikidata":"https://www.wikidata.org/wiki/Q147638","display_name":"Cognitive science","level":1,"score":0.33714598417282104},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.24577751755714417},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.1999804675579071},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.16066187620162964},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.06150728464126587},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s12559-026-10635-1","doi":"https://doi.org/10.1007/s12559-026-10635-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12559-026-10635-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12559-026-10635-1.pdf","source":{"id":"https://openalex.org/S133078663","display_name":"Cognitive Computation","issn_l":"1866-9956","issn":["1866-9956","1866-9964"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-c","doyens","jufo-2","norway-1","poland-100","russia-white-list-1"],"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cognitive Computation","raw_type":"journal-article"},{"id":"doi:10.1101/2025.05.30.25328678","doi":"https://doi.org/10.1101/2025.05.30.25328678","is_oa":true,"landing_page_url":"https://doi.org/10.1101/2025.05.30.25328678","pdf_url":"https://www.medrxiv.org/content/medrxiv/early/2025/06/01/2025.05.30.25328678.full.pdf","source":{"id":"https://openalex.org/S3005729997","display_name":"medRxiv","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":["https://openalex.org/P4310315909"],"host_organization_lineage_names":["Cold Spring Harbor Laboratory Press"],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"medRxiv","raw_type":"posted-content"},{"id":"pmid:42984673","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/42984673","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cognitive computation","raw_type":"Journal Article"}],"best_oa_location":{"id":"doi:10.1007/s12559-026-10635-1","doi":"https://doi.org/10.1007/s12559-026-10635-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12559-026-10635-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12559-026-10635-1.pdf","source":{"id":"https://openalex.org/S133078663","display_name":"Cognitive Computation","issn_l":"1866-9956","issn":["1866-9956","1866-9964"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-c","doyens","jufo-2","norway-1","poland-100","russia-white-list-1"],"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cognitive Computation","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.6240000128746033,"display_name":"Good health and well-being"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G1521613574","display_name":null,"funder_award_id":"BB/F529254/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G2939866019","display_name":null,"funder_award_id":"F500385/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G3431041467","display_name":null,"funder_award_id":"223615/Z/21/Z","funder_id":"https://openalex.org/F4320314731","funder_display_name":"UK Research and Innovation"},{"id":"https://openalex.org/G3787803430","display_name":null,"funder_award_id":"F529254/1","funder_id":"https://openalex.org/F4320334629","funder_display_name":"Biotechnology and Biological Sciences Research Council"},{"id":"https://openalex.org/G3875690186","display_name":"Psychosis Recovery Orientation in Malawi by Improving Services and Engagement (PROMISE)","funder_award_id":"223615/Z/21/Z","funder_id":"https://openalex.org/F4320311904","funder_display_name":"Wellcome Trust"},{"id":"https://openalex.org/G4155598251","display_name":"What is the molecular genetic basis of anxiety in a very-low-income African setting? The Genetics of Anxiety In Malawi (G-AIM) Study","funder_award_id":"324532/Z/25/Z","funder_id":"https://openalex.org/F4320311904","funder_display_name":"Wellcome Trust"},{"id":"https://openalex.org/G5310261134","display_name":null,"funder_award_id":"EP/F500385/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G5333288080","display_name":"Psychosis Recovery Orientation in Malawi by Improving Services and Engagement (PROMISE)","funder_award_id":"223615","funder_id":"https://openalex.org/F4320311904","funder_display_name":"Wellcome Trust"},{"id":"https://openalex.org/G546761635","display_name":"Translational Neuroscience 2 (TN2)","funder_award_id":"218493","funder_id":"https://openalex.org/F4320311904","funder_display_name":"Wellcome Trust"},{"id":"https://openalex.org/G7316528640","display_name":"LSI Doctoral Training Centres - Neuroinformatics and computational neuroscience","funder_award_id":"BB/F529254/1","funder_id":"https://openalex.org/F4320334629","funder_display_name":"Biotechnology and Biological Sciences Research Council"},{"id":"https://openalex.org/G8973225183","display_name":null,"funder_award_id":"APP4419","funder_id":"https://openalex.org/F4320314731","funder_display_name":"UK Research and Innovation"},{"id":"https://openalex.org/G9000274035","display_name":null,"funder_award_id":"223615/Z","funder_id":"https://openalex.org/F4320311904","funder_display_name":"Wellcome Trust"},{"id":"https://openalex.org/G9001312093","display_name":"What is the molecular genetic basis of anxiety in a very-low-income African setting? The Genetics of Anxiety In Malawi (G-AIM) Study","funder_award_id":"324532","funder_id":"https://openalex.org/F4320311904","funder_display_name":"Wellcome Trust"},{"id":"https://openalex.org/G902675742","display_name":null,"funder_award_id":"EP/F500385/1","funder_id":"https://openalex.org/F4320334629","funder_display_name":"Biotechnology and Biological Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320311904","display_name":"Wellcome Trust","ror":"https://ror.org/029chgv08"},{"id":"https://openalex.org/F4320314731","display_name":"UK Research and Innovation","ror":"https://ror.org/001aqnf71"},{"id":"https://openalex.org/F4320332167","display_name":"Directorate for Biological Sciences","ror":"https://ror.org/001xhss06"},{"id":"https://openalex.org/F4320334626","display_name":"Medical Research Council","ror":"https://ror.org/03x94j517"},{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"},{"id":"https://openalex.org/F4320334629","display_name":"Biotechnology and Biological Sciences Research Council","ror":"https://ror.org/00cwqg982"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410940971.pdf","grobid_xml":"https://content.openalex.org/works/W4410940971.grobid-xml"},"referenced_works_count":124,"referenced_works":["https://openalex.org/W291512641","https://openalex.org/W1499839459","https://openalex.org/W1546905277","https://openalex.org/W1606167394","https://openalex.org/W1706907302","https://openalex.org/W1781131011","https://openalex.org/W1873200306","https://openalex.org/W1966215826","https://openalex.org/W1974894686","https://openalex.org/W1976073163","https://openalex.org/W1979373306","https://openalex.org/W1989288138","https://openalex.org/W1990068200","https://openalex.org/W1990283973","https://openalex.org/W1993376050","https://openalex.org/W1994549966","https://openalex.org/W2000172706","https://openalex.org/W2004632411","https://openalex.org/W2006812535","https://openalex.org/W2008540085","https://openalex.org/W2014033233","https://openalex.org/W2016524332","https://openalex.org/W2020020413","https://openalex.org/W2022009089","https://openalex.org/W2023477256","https://openalex.org/W2023625590","https://openalex.org/W2031715445","https://openalex.org/W2033405588","https://openalex.org/W2047318763","https://openalex.org/W2048776430","https://openalex.org/W2050040379","https://openalex.org/W2058317558","https://openalex.org/W2060035881","https://openalex.org/W2064772112","https://openalex.org/W2065645686","https://openalex.org/W2073554185","https://openalex.org/W2079642224","https://openalex.org/W2080835165","https://openalex.org/W2080859281","https://openalex.org/W2087615164","https://openalex.org/W2089622602","https://openalex.org/W2093220018","https://openalex.org/W2093962936","https://openalex.org/W2096578924","https://openalex.org/W2096721122","https://openalex.org/W2097456989","https://openalex.org/W2097649904","https://openalex.org/W2099049587","https://openalex.org/W2099301748","https://openalex.org/W2103734479","https://openalex.org/W2107696712","https://openalex.org/W2110416412","https://openalex.org/W2115095583","https://openalex.org/W2115146009","https://openalex.org/W2125516874","https://openalex.org/W2128220616","https://openalex.org/W2128542738","https://openalex.org/W2128935149","https://openalex.org/W2132073746","https://openalex.org/W2138900913","https://openalex.org/W2142084784","https://openalex.org/W2142506478","https://openalex.org/W2143594200","https://openalex.org/W2147390777","https://openalex.org/W2148452117","https://openalex.org/W2150037324","https://openalex.org/W2150518748","https://openalex.org/W2152055098","https://openalex.org/W2152776807","https://openalex.org/W2154118084","https://openalex.org/W2155054485","https://openalex.org/W2156539308","https://openalex.org/W2157813419","https://openalex.org/W2162510673","https://openalex.org/W2164299175","https://openalex.org/W2164531443","https://openalex.org/W2281896430","https://openalex.org/W2320474352","https://openalex.org/W2321408695","https://openalex.org/W2408846330","https://openalex.org/W2443266577","https://openalex.org/W2464034395","https://openalex.org/W2465832829","https://openalex.org/W2501774790","https://openalex.org/W2525718045","https://openalex.org/W2530010419","https://openalex.org/W2600886565","https://openalex.org/W2765671535","https://openalex.org/W2790096095","https://openalex.org/W2790245192","https://openalex.org/W2807669085","https://openalex.org/W2809106305","https://openalex.org/W2809229523","https://openalex.org/W2901954088","https://openalex.org/W2904701356","https://openalex.org/W2912468739","https://openalex.org/W2943996957","https://openalex.org/W2944738074","https://openalex.org/W2948108171","https://openalex.org/W2951171409","https://openalex.org/W2952379393","https://openalex.org/W2968391207","https://openalex.org/W2997405261","https://openalex.org/W3009760869","https://openalex.org/W3045202971","https://openalex.org/W3122388946","https://openalex.org/W3165617290","https://openalex.org/W3185155433","https://openalex.org/W3189676709","https://openalex.org/W3199636520","https://openalex.org/W3203555867","https://openalex.org/W4205208574","https://openalex.org/W4221032052","https://openalex.org/W4247665917","https://openalex.org/W4285301139","https://openalex.org/W4292291446","https://openalex.org/W4312115052","https://openalex.org/W4318316113","https://openalex.org/W4362549504","https://openalex.org/W4368365216","https://openalex.org/W4376115665","https://openalex.org/W4387032761","https://openalex.org/W4391107038","https://openalex.org/W4414947041"],"related_works":["https://openalex.org/W2952379393","https://openalex.org/W4410189486","https://openalex.org/W4409610236","https://openalex.org/W4414947041","https://openalex.org/W2886876386","https://openalex.org/W4292291446","https://openalex.org/W4389434760","https://openalex.org/W4413869682","https://openalex.org/W640527716","https://openalex.org/W2128935149"],"abstract_inverted_index":{"Cognitive":[0],"deficits":[1,57,141,240,267],"are":[2,20],"a":[3,59,227,234],"common":[4],"symptom":[5],"of":[6,15,54,66,98,155,188,213,221,248],"depression":[7,242],"and":[8,29,80,91,105,121,129,152,162,179,201,259,277,283],"contribute":[9],"significantly":[10],"to":[11,50,77,133,197,218],"the":[12,16,45,52,146,166,192,208,263],"disabling":[13],"effects":[14],"disorder.":[17],"Experimentally,":[18],"they":[19],"observed":[21,265],"as":[22,246,280],"increased":[23,26,174,198,202],"reaction":[24,103,269],"times,":[25,104,176,270],"error":[27],"rates,":[28],"deficient":[30],"performance":[31,88,100,157,272],"adaptation":[32],"after":[33],"making":[34],"errors":[35],"or":[36],"receiving":[37],"adverse":[38,189],"feedback,":[39,190],"in":[40,70,108,142,207,241],"multiple":[41],"cognitive":[42,56,72,99,143,222,239,266],"paradigms.":[43],"In":[44,145,165],"current":[46],"study":[47,232],"we":[48],"aimed":[49],"address":[51],"cause":[53],"these":[55,136,169],"from":[58],"theoretical":[60],"perspective.":[61],"We":[62,111],"constructed":[63],"computational":[64,258],"models":[65,85,254],"optimal":[67],"resource":[68],"allocation":[69],"two":[71,170],"tasks":[73],"-":[74,117,132],"Delayed":[75],"Match":[76],"Sample":[78],"(DMS),":[79],"Eriksen":[81],"Flanker":[82],"(EF).":[83],"The":[84,252,288],"explicitly":[86],"link":[87],"feedback":[89,122],"values":[90,123],"beliefs":[92],"about":[93],"task":[94],"controllability":[95],"with":[96],"measures":[97],"including":[101],"accuracy,":[102,273],"post-error":[106,275],"improvement":[107],"accuracy":[109,161,178,200],"(PIA).":[110],"then":[112],"introduced":[113],"depression-related":[114,214],"motivational":[115,215,250],"changes":[116],"altered":[118,149,249],"control":[119,150],"belief":[120,151],"(representing":[124],"learned":[125,281],"helplessness,":[126],"anhedonic":[127,284],"valuation":[128,154,187],"negative":[130],"bias)":[131],"see":[134],"if":[135],"factors":[137,171,216,278],"can":[138,243],"account":[139],"for":[140,159,229],"performance.":[144],"DMS":[147],"task,":[148,168,210],"lower":[153],"correct":[156],"accounted":[158],"decreased":[160,163,177,180,271],"PIA.":[164],"EF":[167,199,209],"could":[172,225],"explain":[173],"response":[175],"error-related":[181],"negativity":[182],"(ERN)":[183],"signal":[184,204],"magnitude.":[185,205],"Increased":[186],"on":[191,237],"other":[193],"hand,":[194],"was":[195],"linked":[196],"ERN":[203],"Furthermore,":[206],"different":[211,219],"combinations":[212],"led":[217],"patterns":[220],"performance,":[223],"which":[224],"offer":[226],"basis":[228],"stratification.":[230],"Our":[231],"offers":[233],"novel":[235],"perspective":[236],"how":[238],"be":[244],"viewed":[245],"consequences":[247],"factors.":[251],"developed":[253],"provide":[255],"an":[256],"explicit":[257],"algorithmic":[260],"bridge":[261],"between":[262],"commonly":[264],"(increased":[268],"worse":[274],"adaptation)":[276],"such":[279],"helplessness":[282],"valuation.":[285],"Supplementary":[286],"Information:":[287],"online":[289],"version":[290],"contains":[291],"supplementary":[292],"material":[293],"available":[294],"at":[295],"https://doi.org/10.1007/s12559-026-10635-1.":[296]},"counts_by_year":[],"updated_date":"2026-11-06T12:05:46.655746","created_date":"2025-10-10T00:00:00"}