{"id":"https://openalex.org/W2770857414","doi":"https://doi.org/10.1371/journal.pcbi.1005856","title":"A hierarchical stochastic model for bistable perception","display_name":"A hierarchical stochastic model for bistable perception","publication_year":2017,"publication_date":"2017-11-20","ids":{"openalex":"https://openalex.org/W2770857414","doi":"https://doi.org/10.1371/journal.pcbi.1005856","mag":"2770857414","pmid":"https://pubmed.ncbi.nlm.nih.gov/29155808"},"language":"en","primary_location":{"id":"doi:10.1371/journal.pcbi.1005856","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pcbi.1005856","pdf_url":"https://journals.plos.org/ploscompbiol/article/file?id=10.1371/journal.pcbi.1005856&type=printable","source":{"id":"https://openalex.org/S86033158","display_name":"PLoS Computational Biology","issn_l":"1553-734X","issn":["1553-734X","1553-7358"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315706","host_organization_name":"Public Library of Science","host_organization_lineage":["https://openalex.org/P4310315706"],"host_organization_lineage_names":["Public Library of Science"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLOS Computational Biology","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://journals.plos.org/ploscompbiol/article/file?id=10.1371/journal.pcbi.1005856&type=printable","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5105511733","display_name":"Stefan Albert","orcid":"https://orcid.org/0000-0003-1918-7357"},"institutions":[{"id":"https://openalex.org/I114090438","display_name":"Goethe University Frankfurt","ror":"https://ror.org/04cvxnb49","country_code":"DE","type":"education","lineage":["https://openalex.org/I114090438"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Stefan Albert","raw_affiliation_strings":["Institute of Mathematics, Goethe University, Frankfurt (Main), Germany"],"raw_orcid":"https://orcid.org/0000-0003-1918-7357","affiliations":[{"raw_affiliation_string":"Institute of Mathematics, Goethe University, Frankfurt (Main), Germany","institution_ids":["https://openalex.org/I114090438"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073386259","display_name":"Katharina Schmack","orcid":"https://orcid.org/0000-0002-3773-0440"},"institutions":[{"id":"https://openalex.org/I7877124","display_name":"Charit\u00e9 - Universit\u00e4tsmedizin Berlin","ror":"https://ror.org/001w7jn25","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I7877124"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Katharina Schmack","raw_affiliation_strings":["Department of Psychiatry and Psychotherapy, Charit\u00e9 Universit\u00e4tsmedizin Berlin, Germany"],"raw_orcid":"https://orcid.org/0000-0002-3773-0440","affiliations":[{"raw_affiliation_string":"Department of Psychiatry and Psychotherapy, Charit\u00e9 Universit\u00e4tsmedizin Berlin, Germany","institution_ids":["https://openalex.org/I7877124"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010246301","display_name":"Philipp Sterzer","orcid":"https://orcid.org/0000-0003-4687-2317"},"institutions":[{"id":"https://openalex.org/I7877124","display_name":"Charit\u00e9 - Universit\u00e4tsmedizin Berlin","ror":"https://ror.org/001w7jn25","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I7877124"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Philipp Sterzer","raw_affiliation_strings":["Department of Psychiatry and Psychotherapy, Charit\u00e9 Universit\u00e4tsmedizin Berlin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychiatry and Psychotherapy, Charit\u00e9 Universit\u00e4tsmedizin Berlin, Germany","institution_ids":["https://openalex.org/I7877124"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103120136","display_name":"Gaby Schneider","orcid":"https://orcid.org/0000-0001-5791-6405"},"institutions":[{"id":"https://openalex.org/I114090438","display_name":"Goethe University Frankfurt","ror":"https://ror.org/04cvxnb49","country_code":"DE","type":"education","lineage":["https://openalex.org/I114090438"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Gaby Schneider","raw_affiliation_strings":["Institute of Mathematics, Goethe University, Frankfurt (Main), Germany"],"raw_orcid":"https://orcid.org/0000-0001-5791-6405","affiliations":[{"raw_affiliation_string":"Institute of Mathematics, Goethe University, Frankfurt (Main), Germany","institution_ids":["https://openalex.org/I114090438"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5103120136"],"corresponding_institution_ids":["https://openalex.org/I114090438"],"apc_list":{"value":2655,"currency":"USD","value_usd":2655},"apc_paid":{"value":2655,"currency":"USD","value_usd":2655},"fwci":0.3409,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":{"value":0.57063389,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"13","issue":"11","first_page":"e1005856","last_page":"e1005856"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":0.9995999932289124,"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/T10581","display_name":"Neural dynamics and brain function","score":0.9995999932289124,"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/T10427","display_name":"Visual perception and processing mechanisms","score":0.9980000257492065,"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/T11447","display_name":"Blind Source Separation Techniques","score":0.9955000281333923,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/percept","display_name":"Percept","score":0.9181675910949707},{"id":"https://openalex.org/keywords/bistability","display_name":"Bistability","score":0.870935320854187},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.6036747097969055},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5149722695350647},{"id":"https://openalex.org/keywords/multistability","display_name":"Multistability","score":0.47822731733322144},{"id":"https://openalex.org/keywords/hidden-markov-model","display_name":"Hidden Markov model","score":0.4656553864479065},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3819437623023987},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.37746113538742065},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.292947381734848},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.17181628942489624}],"concepts":[{"id":"https://openalex.org/C2779687425","wikidata":"https://www.wikidata.org/wiki/Q7166998","display_name":"Percept","level":3,"score":0.9181675910949707},{"id":"https://openalex.org/C97292510","wikidata":"https://www.wikidata.org/wiki/Q2304620","display_name":"Bistability","level":2,"score":0.870935320854187},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.6036747097969055},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5149722695350647},{"id":"https://openalex.org/C2776966350","wikidata":"https://www.wikidata.org/wiki/Q6935096","display_name":"Multistability","level":3,"score":0.47822731733322144},{"id":"https://openalex.org/C23224414","wikidata":"https://www.wikidata.org/wiki/Q176769","display_name":"Hidden Markov model","level":2,"score":0.4656553864479065},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3819437623023987},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.37746113538742065},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.292947381734848},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.17181628942489624},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D003072","descriptor_name":"Cognition Disorders","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D003072","descriptor_name":"Cognition Disorders","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D003072","descriptor_name":"Cognition Disorders","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D003072","descriptor_name":"Cognition Disorders","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":false},{"descriptor_ui":"D003072","descriptor_name":"Cognition Disorders","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":false},{"descriptor_ui":"D003072","descriptor_name":"Cognition Disorders","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008390","descriptor_name":"Markov Chains","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008390","descriptor_name":"Markov Chains","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008390","descriptor_name":"Markov Chains","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008962","descriptor_name":"Models, Theoretical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008962","descriptor_name":"Models, Theoretical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008962","descriptor_name":"Models, Theoretical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012559","descriptor_name":"Schizophrenia","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D012559","descriptor_name":"Schizophrenia","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D012559","descriptor_name":"Schizophrenia","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D013269","descriptor_name":"Stochastic Processes","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D013269","descriptor_name":"Stochastic Processes","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D013269","descriptor_name":"Stochastic Processes","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016022","descriptor_name":"Case-Control Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016022","descriptor_name":"Case-Control Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016022","descriptor_name":"Case-Control Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":6,"locations":[{"id":"doi:10.1371/journal.pcbi.1005856","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pcbi.1005856","pdf_url":"https://journals.plos.org/ploscompbiol/article/file?id=10.1371/journal.pcbi.1005856&type=printable","source":{"id":"https://openalex.org/S86033158","display_name":"PLoS Computational Biology","issn_l":"1553-734X","issn":["1553-734X","1553-7358"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315706","host_organization_name":"Public Library of Science","host_organization_lineage":["https://openalex.org/P4310315706"],"host_organization_lineage_names":["Public Library of Science"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLOS Computational Biology","raw_type":"journal-article"},{"id":"pmid:29155808","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/29155808","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,"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":"PLoS computational biology","raw_type":null},{"id":"pmh:oai:europepmc.org:4642902","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/5714404","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"},{"id":"pmh:oai:RePEc:plo:pcbi00:1005856","is_oa":false,"landing_page_url":"https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1005856","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:doaj.org/article:040592995b7b4ed592e81a170df5dbd4","is_oa":false,"landing_page_url":"https://doaj.org/article/040592995b7b4ed592e81a170df5dbd4","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"PLoS Computational Biology, Vol 13, Iss 11, p e1005856 (2017)","raw_type":"article"},{"id":"pmh:oai:publikationen.ub.uni-frankfurt.de:43810","is_oa":true,"landing_page_url":"http://publikationen.ub.uni-frankfurt.de/frontdoor/index/index/docId/43810","pdf_url":null,"source":{"id":"https://openalex.org/S4306400432","display_name":"Publication Server of Goethe University Frankfurt am Main (Goethe University Frankfurt)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I114090438","host_organization_name":"Goethe University Frankfurt","host_organization_lineage":["https://openalex.org/I114090438"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"doi:10.1371/journal.pcbi.1005856","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pcbi.1005856","pdf_url":"https://journals.plos.org/ploscompbiol/article/file?id=10.1371/journal.pcbi.1005856&type=printable","source":{"id":"https://openalex.org/S86033158","display_name":"PLoS Computational Biology","issn_l":"1553-734X","issn":["1553-734X","1553-7358"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315706","host_organization_name":"Public Library of Science","host_organization_lineage":["https://openalex.org/P4310315706"],"host_organization_lineage_names":["Public Library of Science"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLOS Computational Biology","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1665885931","display_name":null,"funder_award_id":"SCHN 1370/02-1","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G2129548638","display_name":null,"funder_award_id":"01ZX1404A","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"},{"id":"https://openalex.org/G2170183165","display_name":null,"funder_award_id":"STE-1430/7-1","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G3343588630","display_name":null,"funder_award_id":"1430/7-1","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G624068597","display_name":null,"funder_award_id":"SCHN 1370/2\u20101","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G8467091167","display_name":null,"funder_award_id":"01ZX1404B","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"}],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"},{"id":"https://openalex.org/F4320321114","display_name":"Bundesministerium f\u00fcr Bildung und Forschung","ror":"https://ror.org/04pz7b180"},{"id":"https://openalex.org/F4320329666","display_name":"Berlin Institute of Health","ror":"https://ror.org/0493xsw21"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2770857414.pdf","grobid_xml":"https://content.openalex.org/works/W2770857414.grobid-xml"},"referenced_works_count":67,"referenced_works":["https://openalex.org/W65478050","https://openalex.org/W856014587","https://openalex.org/W1451881698","https://openalex.org/W1486632395","https://openalex.org/W1528946842","https://openalex.org/W1575518757","https://openalex.org/W1603717513","https://openalex.org/W1966311836","https://openalex.org/W1972769376","https://openalex.org/W1973654071","https://openalex.org/W1976013643","https://openalex.org/W1976625337","https://openalex.org/W1989949621","https://openalex.org/W2015173963","https://openalex.org/W2018709031","https://openalex.org/W2025708896","https://openalex.org/W2025832933","https://openalex.org/W2035490465","https://openalex.org/W2036519091","https://openalex.org/W2047554049","https://openalex.org/W2056472607","https://openalex.org/W2067384877","https://openalex.org/W2068484625","https://openalex.org/W2070461647","https://openalex.org/W2070920809","https://openalex.org/W2086699924","https://openalex.org/W2087284982","https://openalex.org/W2087849083","https://openalex.org/W2091258225","https://openalex.org/W2094080682","https://openalex.org/W2097048753","https://openalex.org/W2100888477","https://openalex.org/W2101848767","https://openalex.org/W2107062755","https://openalex.org/W2114144119","https://openalex.org/W2123446302","https://openalex.org/W2125838338","https://openalex.org/W2126799671","https://openalex.org/W2126938852","https://openalex.org/W2129453768","https://openalex.org/W2140487181","https://openalex.org/W2144247213","https://openalex.org/W2149279583","https://openalex.org/W2150325424","https://openalex.org/W2153028367","https://openalex.org/W2154160458","https://openalex.org/W2157754891","https://openalex.org/W2161528992","https://openalex.org/W2167262780","https://openalex.org/W2171904973","https://openalex.org/W2175906315","https://openalex.org/W2326186859","https://openalex.org/W2407704263","https://openalex.org/W2464571272","https://openalex.org/W2502320255","https://openalex.org/W2578068821","https://openalex.org/W2615931912","https://openalex.org/W2797570932","https://openalex.org/W2799087070","https://openalex.org/W4240889859","https://openalex.org/W4253573210","https://openalex.org/W4256059884","https://openalex.org/W4388297583","https://openalex.org/W4388316440","https://openalex.org/W6636142342","https://openalex.org/W6750481014","https://openalex.org/W6815420127"],"related_works":["https://openalex.org/W3168771164","https://openalex.org/W4313314779","https://openalex.org/W2745903616","https://openalex.org/W1978881496","https://openalex.org/W2005878048","https://openalex.org/W2032674711","https://openalex.org/W1564980517","https://openalex.org/W2462371126","https://openalex.org/W2050070145","https://openalex.org/W1985601989"],"abstract_inverted_index":{"Viewing":[0],"of":[1,17,30,71,102,110,237,249,274],"ambiguous":[2,18,31],"stimuli":[3],"can":[4,50,241],"lead":[5],"to":[6,58,181,245,271,281],"bistable":[7,72,275],"perception":[8,73],"alternating":[9],"between":[10,62,98,125,152,198,214,220,256],"the":[11,103,123,149,215,239,264,278],"possible":[12],"percepts.":[13],"During":[14],"continuous":[15,134],"presentation":[16,29,135],"stimuli,":[19,32],"percept":[20,33,126],"changes":[21,34],"occur":[22,35],"as":[23,43,194],"single":[24,44,131],"events,":[25],"whereas":[26],"during":[27],"intermittent":[28,144],"at":[36],"more":[37],"or":[38,46],"less":[39],"regular":[40],"intervals":[41],"either":[42],"events":[45],"bursts.":[47],"Response":[48],"patterns":[49,106,175,251],"be":[51,242],"highly":[52],"variable":[53],"and":[54,66,78,107,136,139,156,219,222,252,259],"have":[55],"been":[56],"reported":[57],"show":[59],"systematic":[60],"differences":[61,151,255,280],"patients":[63,153,260],"with":[64,154,207,225,261],"schizophrenia":[65,155],"healthy":[67,157,257],"controls.":[68],"Existing":[69],"models":[70,109,273],"often":[74],"use":[75,116],"detailed":[76,108],"assumptions":[77],"large":[79],"parameter":[80,84],"sets":[81],"which":[82,128,171],"make":[83],"estimation":[85],"challenging.":[86],"Here":[87],"we":[88,115,163],"propose":[89,165],"a":[90,96,117,137,166,179,234,246,269],"parsimonious":[91],"stochastic":[92],"model":[93,169],"that":[94,189],"provides":[95,178,268],"link":[97,270],"empirical":[99],"data":[100],"analysis":[101],"observed":[104,150],"response":[105,174,250],"underlying":[111,183,283],"neuronal":[112,190,201,230],"processes.":[113],"Firstly,":[114],"Hidden":[118],"Markov":[119],"Model":[120],"(HMM)":[121],"for":[122],"times":[124],"changes,":[127],"assumes":[129],"one":[130],"state":[132,142],"in":[133,143,204],"stable":[138,221],"an":[140,195],"unstable":[141,223],"presentation.":[145],"The":[146,185],"HMM":[147],"captures":[148,253],"controls,":[158],"but":[159,176],"remains":[160],"descriptive.":[161],"Therefore,":[162],"secondly":[164],"hierarchical":[167],"Brownian":[168,205],"(HBM),":[170],"produces":[172],"similar":[173,226],"also":[177],"relation":[180],"potential":[182,282],"mechanisms.":[184,284],"main":[186],"idea":[187],"is":[188,192],"activity":[191,196,211],"described":[193],"difference":[197],"two":[199,216],"competing":[200],"populations":[202],"reflected":[203],"motions":[206],"drift.":[208],"This":[209],"differential":[210],"generates":[212],"switching":[213],"conflicting":[217],"percepts":[218],"states":[224],"mechanisms":[227],"on":[228],"different":[229],"levels.":[231],"With":[232],"only":[233],"small":[235],"number":[236],"parameters,":[238],"HBM":[240],"fitted":[243],"closely":[244],"high":[247],"variety":[248],"group":[254,279],"controls":[258],"schizophrenia.":[262],"At":[263],"same":[265],"time,":[266],"it":[267],"mechanistic":[272],"perception,":[276],"linking":[277]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":1}],"updated_date":"2026-08-11T07:18:39.950985","created_date":"2025-10-10T00:00:00"}