{"id":"https://openalex.org/W7147180554","doi":"https://doi.org/10.1007/s10827-026-00927-8","title":"Resolving non-identifiability mitigates systematic errors in simultaneous models of neural tuning and functional coupling","display_name":"Resolving non-identifiability mitigates systematic errors in simultaneous models of neural tuning and functional coupling","publication_year":2026,"publication_date":"2026-04-01","ids":{"openalex":"https://openalex.org/W7147180554","doi":"https://doi.org/10.1007/s10827-026-00927-8","pmid":"https://pubmed.ncbi.nlm.nih.gov/41920486"},"language":"en","primary_location":{"id":"doi:10.1007/s10827-026-00927-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10827-026-00927-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10827-026-00927-8.pdf","source":{"id":"https://openalex.org/S27455496","display_name":"Journal of Computational Neuroscience","issn_l":"0929-5313","issn":["0929-5313","1573-6873"],"is_oa":false,"is_in_doaj":false,"is_core":true,"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":"Journal of Computational Neuroscience","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10827-026-00927-8.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5081239331","display_name":"Pratik Sachdeva","orcid":"https://orcid.org/0000-0002-6809-2437"},"institutions":[{"id":"https://openalex.org/I134446601","display_name":"Berkeley College","ror":"https://ror.org/02xewxa75","country_code":"US","type":"education","lineage":["https://openalex.org/I134446601"]},{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Pratik Sachdeva","raw_affiliation_strings":["Physics Department, UC Berkeley, 110 Sproul Hall, Berkeley, CA, 94720, USA","Redwood Center for Theoretical Neuroscience, UC Berkeley, 110 Sproul Hall, Berkeley, CA, 94720, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Physics Department, UC Berkeley, 110 Sproul Hall, Berkeley, CA, 94720, USA","institution_ids":["https://openalex.org/I134446601","https://openalex.org/I95457486"]},{"raw_affiliation_string":"Redwood Center for Theoretical Neuroscience, UC Berkeley, 110 Sproul Hall, Berkeley, CA, 94720, USA","institution_ids":["https://openalex.org/I95457486"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004229823","display_name":"Ji Hyun Bak","orcid":"https://orcid.org/0000-0002-5700-7823"},"institutions":[{"id":"https://openalex.org/I148283060","display_name":"Lawrence Berkeley National Laboratory","ror":"https://ror.org/02jbv0t02","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I148283060","https://openalex.org/I39565521"]},{"id":"https://openalex.org/I4210156698","display_name":"San Francisco Center for Psychoanalysis","ror":"https://ror.org/05db0nr49","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210156698"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ji Hyun Bak","raw_affiliation_strings":["Biological Systems and Engineering Division, Lawrence Berkeley National Lab, 1 Cyclotron Road, Berkeley, CA, 94720, USA","Kavli Institute for Fundamental Neuroscience, UC San Francisco, 505 Parnassus Ave., San Francisco, CA, 94143, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Biological Systems and Engineering Division, Lawrence Berkeley National Lab, 1 Cyclotron Road, Berkeley, CA, 94720, USA","institution_ids":["https://openalex.org/I148283060"]},{"raw_affiliation_string":"Kavli Institute for Fundamental Neuroscience, UC San Francisco, 505 Parnassus Ave., San Francisco, CA, 94143, USA","institution_ids":["https://openalex.org/I4210156698"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045583589","display_name":"Jesse A. Livezey","orcid":"https://orcid.org/0000-0003-0494-8758"},"institutions":[{"id":"https://openalex.org/I148283060","display_name":"Lawrence Berkeley National Laboratory","ror":"https://ror.org/02jbv0t02","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I148283060","https://openalex.org/I39565521"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jesse Livezey","raw_affiliation_strings":["Biological Systems and Engineering Division, Lawrence Berkeley National Lab, 1 Cyclotron Road, Berkeley, CA, 94720, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Biological Systems and Engineering Division, Lawrence Berkeley National Lab, 1 Cyclotron Road, Berkeley, CA, 94720, USA","institution_ids":["https://openalex.org/I148283060"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028768967","display_name":"Christoph Kirst","orcid":"https://orcid.org/0000-0003-4867-5288"},"institutions":[{"id":"https://openalex.org/I148283060","display_name":"Lawrence Berkeley National Laboratory","ror":"https://ror.org/02jbv0t02","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I148283060","https://openalex.org/I39565521"]},{"id":"https://openalex.org/I180670191","display_name":"University of California, San Francisco","ror":"https://ror.org/043mz5j54","country_code":"US","type":"education","lineage":["https://openalex.org/I180670191"]},{"id":"https://openalex.org/I4210156698","display_name":"San Francisco Center for Psychoanalysis","ror":"https://ror.org/05db0nr49","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210156698"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Christoph Kirst","raw_affiliation_strings":["Deptartment of Anatomy, UC San Francisco, 505 Parnassus Ave., San Francisco, CA, 94143, USA","Kavli Institute for Fundamental Neuroscience, UC San Francisco, 505 Parnassus Ave., San Francisco, CA, 94143, USA","Scientific Data Division, Lawrence Berkeley National Lab, 1 Cyclotron Road, Berkeley, CA, 94720, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Deptartment of Anatomy, UC San Francisco, 505 Parnassus Ave., San Francisco, CA, 94143, USA","institution_ids":["https://openalex.org/I180670191"]},{"raw_affiliation_string":"Kavli Institute for Fundamental Neuroscience, UC San Francisco, 505 Parnassus Ave., San Francisco, CA, 94143, USA","institution_ids":["https://openalex.org/I4210156698"]},{"raw_affiliation_string":"Scientific Data Division, Lawrence Berkeley National Lab, 1 Cyclotron Road, Berkeley, CA, 94720, USA","institution_ids":["https://openalex.org/I148283060"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060193294","display_name":"Loren M. Frank","orcid":"https://orcid.org/0000-0002-1752-5677"},"institutions":[{"id":"https://openalex.org/I1344073410","display_name":"Howard Hughes Medical Institute","ror":"https://ror.org/006w34k90","country_code":"US","type":"facility","lineage":["https://openalex.org/I1344073410"]},{"id":"https://openalex.org/I180670191","display_name":"University of California, San Francisco","ror":"https://ror.org/043mz5j54","country_code":"US","type":"education","lineage":["https://openalex.org/I180670191"]},{"id":"https://openalex.org/I4210110664","display_name":"University of California San Francisco Medical Center","ror":"https://ror.org/01t8svj65","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210110664"]},{"id":"https://openalex.org/I4210156698","display_name":"San Francisco Center for Psychoanalysis","ror":"https://ror.org/05db0nr49","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210156698"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Loren Frank","raw_affiliation_strings":["Departments of Physiology and Psychiatry, UC San Francisco, 505 Parnassus Ave., San Francisco, CA, 94143, USA","Howard Hughes Medical Institute, 4000 Jones Bridge Road, Chevy Chase, MD, 20815-6789, USA","Kavli Institute for Fundamental Neuroscience, UC San Francisco, 505 Parnassus Ave., San Francisco, CA, 94143, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Departments of Physiology and Psychiatry, UC San Francisco, 505 Parnassus Ave., San Francisco, CA, 94143, USA","institution_ids":["https://openalex.org/I180670191","https://openalex.org/I4210110664"]},{"raw_affiliation_string":"Howard Hughes Medical Institute, 4000 Jones Bridge Road, Chevy Chase, MD, 20815-6789, USA","institution_ids":["https://openalex.org/I1344073410"]},{"raw_affiliation_string":"Kavli Institute for Fundamental Neuroscience, UC San Francisco, 505 Parnassus Ave., San Francisco, CA, 94143, USA","institution_ids":["https://openalex.org/I4210156698"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102970486","display_name":"Sharmodeep Bhattacharyya","orcid":"https://orcid.org/0000-0001-5011-4119"},"institutions":[{"id":"https://openalex.org/I131249849","display_name":"Oregon State University","ror":"https://ror.org/00ysfqy60","country_code":"US","type":"education","lineage":["https://openalex.org/I131249849"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Sharmodeep Bhattacharyya","raw_affiliation_strings":["Department of Statistics, Oregon State University, 1500 SW Jefferson Way, Corvallis, OR, 97331, USA. Sharmodeep.Bhattacharyya@oregonstate.edu"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Statistics, Oregon State University, 1500 SW Jefferson Way, Corvallis, OR, 97331, USA. Sharmodeep.Bhattacharyya@oregonstate.edu","institution_ids":["https://openalex.org/I131249849"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040319820","display_name":"Kristofer E. Bouchard","orcid":"https://orcid.org/0000-0002-1974-4603"},"institutions":[{"id":"https://openalex.org/I134446601","display_name":"Berkeley College","ror":"https://ror.org/02xewxa75","country_code":"US","type":"education","lineage":["https://openalex.org/I134446601"]},{"id":"https://openalex.org/I148283060","display_name":"Lawrence Berkeley National Laboratory","ror":"https://ror.org/02jbv0t02","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I148283060","https://openalex.org/I39565521"]},{"id":"https://openalex.org/I4210156698","display_name":"San Francisco Center for Psychoanalysis","ror":"https://ror.org/05db0nr49","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210156698"]},{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kristofer E. Bouchard","raw_affiliation_strings":["Biological Systems and Engineering Division, Lawrence Berkeley National Lab, 1 Cyclotron Road, Berkeley, CA, 94720, USA. kebouchard@lbl.gov","Helen Wills Neuroscience Institute, UC Berkeley, 175 Li Ka Shing Center, MC#3370, Berkeley, CA, 94720, USA. kebouchard@lbl.gov","Kavli Institute for Fundamental Neuroscience, UC San Francisco, 505 Parnassus Ave., San Francisco, CA, 94143, USA. kebouchard@lbl.gov","Redwood Center for Theoretical Neuroscience, UC Berkeley, 110 Sproul Hall, Berkeley, CA, 94720, USA. kebouchard@lbl.gov","Scientific Data Division, Lawrence Berkeley National Lab, 1 Cyclotron Road, Berkeley, CA, 94720, USA. kebouchard@lbl.gov"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Biological Systems and Engineering Division, Lawrence Berkeley National Lab, 1 Cyclotron Road, Berkeley, CA, 94720, USA. kebouchard@lbl.gov","institution_ids":["https://openalex.org/I148283060"]},{"raw_affiliation_string":"Helen Wills Neuroscience Institute, UC Berkeley, 175 Li Ka Shing Center, MC#3370, Berkeley, CA, 94720, USA. kebouchard@lbl.gov","institution_ids":["https://openalex.org/I134446601"]},{"raw_affiliation_string":"Kavli Institute for Fundamental Neuroscience, UC San Francisco, 505 Parnassus Ave., San Francisco, CA, 94143, USA. kebouchard@lbl.gov","institution_ids":["https://openalex.org/I4210156698"]},{"raw_affiliation_string":"Redwood Center for Theoretical Neuroscience, UC Berkeley, 110 Sproul Hall, Berkeley, CA, 94720, USA. kebouchard@lbl.gov","institution_ids":["https://openalex.org/I95457486"]},{"raw_affiliation_string":"Scientific Data Division, Lawrence Berkeley National Lab, 1 Cyclotron Road, Berkeley, CA, 94720, USA. kebouchard@lbl.gov","institution_ids":["https://openalex.org/I148283060"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5102970486"],"corresponding_institution_ids":["https://openalex.org/I131249849"],"apc_list":{"value":3390,"currency":"USD","value_usd":3390},"apc_paid":{"value":3390,"currency":"USD","value_usd":3390},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.34946223,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"54","issue":"2","first_page":"239","last_page":"274"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":0.9075000286102295,"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":0.9075000286102295,"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/T10241","display_name":"Functional Brain Connectivity Studies","score":0.04520000144839287,"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/T10788","display_name":"Neuroscience and Music Perception","score":0.010099999606609344,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.6798999905586243},{"id":"https://openalex.org/keywords/coupling","display_name":"Coupling (piping)","score":0.5421000123023987},{"id":"https://openalex.org/keywords/statistical-inference","display_name":"Statistical inference","score":0.5109000205993652},{"id":"https://openalex.org/keywords/model-selection","display_name":"Model selection","score":0.4832000136375427},{"id":"https://openalex.org/keywords/neurophysiology","display_name":"Neurophysiology","score":0.47429999709129333},{"id":"https://openalex.org/keywords/component","display_name":"Component (thermodynamics)","score":0.4661000072956085},{"id":"https://openalex.org/keywords/systematic-error","display_name":"Systematic error","score":0.45570001006126404},{"id":"https://openalex.org/keywords/variance","display_name":"Variance (accounting)","score":0.4447999894618988},{"id":"https://openalex.org/keywords/latent-variable","display_name":"Latent variable","score":0.41359999775886536}],"concepts":[{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.6798999905586243},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6775000095367432},{"id":"https://openalex.org/C131584629","wikidata":"https://www.wikidata.org/wiki/Q4308705","display_name":"Coupling (piping)","level":2,"score":0.5421000123023987},{"id":"https://openalex.org/C134261354","wikidata":"https://www.wikidata.org/wiki/Q938438","display_name":"Statistical inference","level":2,"score":0.5109000205993652},{"id":"https://openalex.org/C93959086","wikidata":"https://www.wikidata.org/wiki/Q6888345","display_name":"Model selection","level":2,"score":0.4832000136375427},{"id":"https://openalex.org/C152478114","wikidata":"https://www.wikidata.org/wiki/Q660910","display_name":"Neurophysiology","level":2,"score":0.47429999709129333},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.4661000072956085},{"id":"https://openalex.org/C100253034","wikidata":"https://www.wikidata.org/wiki/Q196372","display_name":"Systematic error","level":2,"score":0.45570001006126404},{"id":"https://openalex.org/C196083921","wikidata":"https://www.wikidata.org/wiki/Q7915758","display_name":"Variance (accounting)","level":2,"score":0.4447999894618988},{"id":"https://openalex.org/C51167844","wikidata":"https://www.wikidata.org/wiki/Q4422623","display_name":"Latent variable","level":2,"score":0.41359999775886536},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4074999988079071},{"id":"https://openalex.org/C114289077","wikidata":"https://www.wikidata.org/wiki/Q3284399","display_name":"Statistical model","level":2,"score":0.3953000009059906},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3709999918937683},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3677999973297119},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3643999993801117},{"id":"https://openalex.org/C12426560","wikidata":"https://www.wikidata.org/wiki/Q189569","display_name":"Basis (linear algebra)","level":2,"score":0.34439998865127563},{"id":"https://openalex.org/C24858836","wikidata":"https://www.wikidata.org/wiki/Q844718","display_name":"Theory of computation","level":2,"score":0.33399999141693115},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.32589998841285706},{"id":"https://openalex.org/C179024874","wikidata":"https://www.wikidata.org/wiki/Q5395728","display_name":"Errors-in-variables models","level":2,"score":0.3142000138759613},{"id":"https://openalex.org/C2779345533","wikidata":"https://www.wikidata.org/wiki/Q75785","display_name":"Visual cortex","level":2,"score":0.3124000132083893},{"id":"https://openalex.org/C118403218","wikidata":"https://www.wikidata.org/wiki/Q43283","display_name":"Biological neural network","level":2,"score":0.3109000027179718},{"id":"https://openalex.org/C167928553","wikidata":"https://www.wikidata.org/wiki/Q1376021","display_name":"Estimation theory","level":2,"score":0.3052999973297119},{"id":"https://openalex.org/C2984127161","wikidata":"https://www.wikidata.org/wiki/Q969316","display_name":"Neural activity","level":2,"score":0.295199990272522},{"id":"https://openalex.org/C189708586","wikidata":"https://www.wikidata.org/wiki/Q1504425","display_name":"Systematic review","level":3,"score":0.2944999933242798},{"id":"https://openalex.org/C158600405","wikidata":"https://www.wikidata.org/wiki/Q5054566","display_name":"Causal inference","level":2,"score":0.29019999504089355},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.27070000767707825}],"mesh":[{"descriptor_ui":"D000200","descriptor_name":"Action Potentials","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D000200","descriptor_name":"Action Potentials","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","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":"D008959","descriptor_name":"Models, Neurological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008959","descriptor_name":"Models, Neurological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009474","descriptor_name":"Neurons","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D009474","descriptor_name":"Neurons","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1007/s10827-026-00927-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10827-026-00927-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10827-026-00927-8.pdf","source":{"id":"https://openalex.org/S27455496","display_name":"Journal of Computational Neuroscience","issn_l":"0929-5313","issn":["0929-5313","1573-6873"],"is_oa":false,"is_in_doaj":false,"is_core":true,"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":"Journal of Computational Neuroscience","raw_type":"journal-article"},{"id":"pmid:41920486","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41920486","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":"Journal of computational neuroscience","raw_type":"Journal Article"}],"best_oa_location":{"id":"doi:10.1007/s10827-026-00927-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10827-026-00927-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10827-026-00927-8.pdf","source":{"id":"https://openalex.org/S27455496","display_name":"Journal of Computational Neuroscience","issn_l":"0929-5313","issn":["0929-5313","1573-6873"],"is_oa":false,"is_in_doaj":false,"is_core":true,"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":"Journal of Computational Neuroscience","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7043400046","display_name":null,"funder_award_id":"Grant RNS118648A","funder_id":"https://openalex.org/F4320337359","funder_display_name":"National Institute of Neurological Disorders and Stroke"}],"funders":[{"id":"https://openalex.org/F4320306078","display_name":"U.S. Department of Defense","ror":"https://ror.org/0447fe631"},{"id":"https://openalex.org/F4320332622","display_name":"University of California, San Francisco","ror":"https://ror.org/043mz5j54"},{"id":"https://openalex.org/F4320333566","display_name":"National Defense Science and Engineering Graduate","ror":null},{"id":"https://openalex.org/F4320337359","display_name":"National Institute of Neurological Disorders and Stroke","ror":"https://ror.org/01s5ya894"},{"id":"https://openalex.org/F4320337547","display_name":"Laboratory Directed Research and Development","ror":"https://ror.org/01e41cf67"},{"id":"https://openalex.org/F4320338292","display_name":"Lawrence Berkeley National Laboratory","ror":"https://ror.org/02jbv0t02"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7147180554.pdf","grobid_xml":"https://content.openalex.org/works/W7147180554.grobid-xml"},"referenced_works_count":51,"referenced_works":["https://openalex.org/W1582091054","https://openalex.org/W1972160853","https://openalex.org/W1972660142","https://openalex.org/W1988384534","https://openalex.org/W1992309097","https://openalex.org/W1992764769","https://openalex.org/W2002920547","https://openalex.org/W2031534617","https://openalex.org/W2043439335","https://openalex.org/W2051217769","https://openalex.org/W2054347272","https://openalex.org/W2064905106","https://openalex.org/W2069214547","https://openalex.org/W2069519142","https://openalex.org/W2086578108","https://openalex.org/W2100145912","https://openalex.org/W2105031232","https://openalex.org/W2111663391","https://openalex.org/W2112246597","https://openalex.org/W2119671761","https://openalex.org/W2129983824","https://openalex.org/W2135046866","https://openalex.org/W2141556672","https://openalex.org/W2142373488","https://openalex.org/W2143891888","https://openalex.org/W2150115559","https://openalex.org/W2156803951","https://openalex.org/W2158496664","https://openalex.org/W2159260016","https://openalex.org/W2160586173","https://openalex.org/W2162859332","https://openalex.org/W2472681150","https://openalex.org/W2472710625","https://openalex.org/W2566065221","https://openalex.org/W2622511289","https://openalex.org/W2765825169","https://openalex.org/W2767092249","https://openalex.org/W2787894218","https://openalex.org/W2911430788","https://openalex.org/W2937274403","https://openalex.org/W2950431619","https://openalex.org/W2954124637","https://openalex.org/W3083658372","https://openalex.org/W3126293391","https://openalex.org/W3158380850","https://openalex.org/W4220977104","https://openalex.org/W4231081240","https://openalex.org/W4312072425","https://openalex.org/W4388344351","https://openalex.org/W6920708584","https://openalex.org/W6958303325"],"related_works":[],"abstract_inverted_index":{"A":[0],"key":[1],"component":[2],"to":[3,19,53,81,88,145,154,237,297],"understanding":[4],"the":[5,9,23,30,60,70,185,216,223,249,276,305],"brain":[6],"is":[7,111,228],"determining":[8],"influence":[10,224],"of":[11,13,32,36,49,62,72,99,106,116,169,218,225,251,266,278,285,307],"groups":[12],"neurons":[14,26,58,244],"on":[15],"each":[16],"other":[17,20,33],"relative":[18],"influences.":[21],"In":[22,189],"brain,":[24],"all":[25],"are":[27,44,119,233],"driven":[28],"by":[29],"activity":[31,51],"neurons,":[34,221],"some":[35],"which":[37],"may":[38],"be":[39,67,246],"simultaneously":[40,56],"recorded,":[41],"but":[42],"most":[43],"not.":[45],"As":[46],"such,":[47],"models":[48,139,284],"neuronal":[50],"need":[52],"account":[54],"for":[55,75,96,135],"recorded":[57,89],"and":[59,114,126,137,183,202,269,291,301,303],"influences":[61],"unmeasured":[63],"neurons.":[64],"This":[65],"can":[66],"done":[68],"through":[69],"inclusion":[71],"model":[73,151,181],"terms":[74,95,265],"observed":[76,83,257],"external":[77],"variables":[78,85,227],"(e.g.,":[79,86],"tuning":[80],"stimuli),":[82],"internal":[84],"coupling":[87,242],"neural":[90,312],"activities),":[91],"as":[92,94],"well":[93],"latent":[97,292],"sources":[98,115],"variability.":[100],"Despite":[101],"broad":[102],"utilization,":[103],"however,":[104],"evaluation":[105],"systematic":[107,117,142,155,187,258],"errors":[108,156,259,280,309],"during":[109],"inference":[110,133,295],"rarely":[112],"performed,":[113],"error":[118],"poorly":[120],"understood.":[121],"Through":[122],"extensive":[123],"numerical":[124],"study":[125],"analytic":[127],"calculation,":[128],"we":[129,148,209],"show":[130],"that":[131,150,174,211],"common":[132,146,212],"procedures":[134,296],"static":[136],"dynamic":[138],"typically":[140,214],"have":[141],"errors.":[143,188],"Counter":[144],"intuition,":[147],"found":[149,210],"non-identifiability":[152,182],"contributes":[153],"in":[157,198,256,264,281,310],"parameter":[158,176],"estimation,":[159],"not":[160],"variance":[161],"inflation,":[162],"making":[163],"it":[164],"a":[165],"particularly":[166],"insidious":[167],"form":[168],"statistical":[170,279],"error.":[171],"We":[172,253],"demonstrate":[173],"accurate":[175],"selection":[177],"before":[178],"estimation":[179],"resolves":[180],"mitigates":[184],"associated":[186],"diverse":[190,311],"neurophysiology":[191,261],"data":[192,262,267,313],"sets":[193,263],"(multiple":[194],"single":[195],"unit":[196],"recordings":[197],"primary":[199,206],"visual":[200],"cortex":[201],"hippocampus,":[203],"ECoG":[204],"from":[205],"auditory":[207],"cortex),":[208],"methods":[213],"overestimate":[215],"contributions":[217],"interactions":[219],"between":[220],"while":[222],"exogenous":[226],"underestimated.":[229],"Essentially,":[230],"when":[231],"there":[232],"positive":[234],"correlations":[235],"due":[236],"unobserved":[238],"shared":[239],"variability,":[240],"estimated":[241],"amongst":[243],"will":[245],"inflated":[247],"at":[248],"expense":[250],"tuning.":[252],"explain":[254,304],"heterogeneity":[255],"across":[260],"statistics":[268],"experimental":[270],"design.":[271],"Together,":[272],"our":[273],"results":[274],"identify":[275],"causes":[277],"structural":[282],"equation":[283],"simultaneous":[286],"systems":[287],"with":[288],"endogenous,":[289],"exogenous,":[290],"variables,":[293],"provide":[294],"mitigate":[298],"those":[299,308],"errors,":[300],"reveal":[302],"impact":[306],"sets.":[314]},"counts_by_year":[],"updated_date":"2026-07-27T08:26:11.824852","created_date":"2026-04-02T00:00:00"}
