{"id":"https://openalex.org/W2061957656","doi":"https://doi.org/10.1117/12.2082124","title":"Nonlinear functional connectivity network recovery in the human brain with mutual connectivity analysis (MCA): convergent cross-mapping and non-metric clustering","display_name":"Nonlinear functional connectivity network recovery in the human brain with mutual connectivity analysis (MCA): convergent cross-mapping and non-metric clustering","publication_year":2015,"publication_date":"2015-03-17","ids":{"openalex":"https://openalex.org/W2061957656","doi":"https://doi.org/10.1117/12.2082124","mag":"2061957656","pmid":"https://pubmed.ncbi.nlm.nih.gov/29367796"},"language":"en","primary_location":{"id":"doi:10.1117/12.2082124","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.2082124","pdf_url":null,"source":{"id":"https://openalex.org/S183492911","display_name":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","issn_l":"0277-786X","issn":["0277-786X","1996-756X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315543","host_organization_name":"SPIE","host_organization_lineage":["https://openalex.org/P4310315543"],"host_organization_lineage_names":["SPIE"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SPIE Proceedings","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5036396088","display_name":"Axel Wism\u00fcller","orcid":null},"institutions":[{"id":"https://openalex.org/I28792581","display_name":"University of Rochester Medical Center","ror":"https://ror.org/00trqv719","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I28792581","https://openalex.org/I5388228"]},{"id":"https://openalex.org/I5388228","display_name":"University of Rochester","ror":"https://ror.org/022kthw22","country_code":"US","type":"education","lineage":["https://openalex.org/I5388228"]},{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["DE","US"],"is_corresponding":false,"raw_author_name":"Axel Wism\u00fcller","raw_affiliation_strings":["Department of Biomedical Engineering, University of Rochester, NY, USA","Department of Clinical Radiology, Ludwig Maximilian University, Germany","Department of Electrical Engineering, University of Rochester, NY, USA","Department of Imaging Sciences, University of Rochester Medical Center, NY, USA","Ludwig Maximilian Univ. (Germany)","Univ. of Rochester Medical Ctr. (United States)","Univ. of Rochester (United States)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, University of Rochester, NY, USA","institution_ids":["https://openalex.org/I5388228"]},{"raw_affiliation_string":"Department of Clinical Radiology, Ludwig Maximilian University, Germany","institution_ids":["https://openalex.org/I8204097"]},{"raw_affiliation_string":"Department of Electrical Engineering, University of Rochester, NY, USA","institution_ids":["https://openalex.org/I5388228"]},{"raw_affiliation_string":"Department of Imaging Sciences, University of Rochester Medical Center, NY, USA","institution_ids":["https://openalex.org/I28792581"]},{"raw_affiliation_string":"Ludwig Maximilian Univ. (Germany)","institution_ids":["https://openalex.org/I8204097"]},{"raw_affiliation_string":"Univ. of Rochester Medical Ctr. (United States)","institution_ids":["https://openalex.org/I28792581"]},{"raw_affiliation_string":"Univ. of Rochester (United States)","institution_ids":["https://openalex.org/I5388228"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022256468","display_name":"Anas Z. Abidin","orcid":"https://orcid.org/0000-0003-0032-0664"},"institutions":[{"id":"https://openalex.org/I28792581","display_name":"University of Rochester Medical Center","ror":"https://ror.org/00trqv719","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I28792581","https://openalex.org/I5388228"]},{"id":"https://openalex.org/I5388228","display_name":"University of Rochester","ror":"https://ror.org/022kthw22","country_code":"US","type":"education","lineage":["https://openalex.org/I5388228"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Anas Z. Abidin","raw_affiliation_strings":["Department of Biomedical Engineering, University of Rochester, NY, USA","Department of Imaging Sciences, University of Rochester Medical Center, NY, USA","Univ. of Rochester Medical Ctr. (United States)","Univ. of Rochester (United States)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, University of Rochester, NY, USA","institution_ids":["https://openalex.org/I5388228"]},{"raw_affiliation_string":"Department of Imaging Sciences, University of Rochester Medical Center, NY, USA","institution_ids":["https://openalex.org/I28792581"]},{"raw_affiliation_string":"Univ. of Rochester Medical Ctr. (United States)","institution_ids":["https://openalex.org/I28792581"]},{"raw_affiliation_string":"Univ. of Rochester (United States)","institution_ids":["https://openalex.org/I5388228"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068409005","display_name":"Adora M. DSouza","orcid":"https://orcid.org/0000-0001-5656-0021"},"institutions":[{"id":"https://openalex.org/I5388228","display_name":"University of Rochester","ror":"https://ror.org/022kthw22","country_code":"US","type":"education","lineage":["https://openalex.org/I5388228"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Adora M. D'Souza","raw_affiliation_strings":["Department of Electrical Engineering, University of Rochester, NY, USA","Univ. of Rochester  (United States)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, University of Rochester, NY, USA","institution_ids":["https://openalex.org/I5388228"]},{"raw_affiliation_string":"Univ. of Rochester  (United States)","institution_ids":["https://openalex.org/I5388228"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100777130","display_name":"Xixi Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I28792581","display_name":"University of Rochester Medical Center","ror":"https://ror.org/00trqv719","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I28792581","https://openalex.org/I5388228"]},{"id":"https://openalex.org/I5388228","display_name":"University of Rochester","ror":"https://ror.org/022kthw22","country_code":"US","type":"education","lineage":["https://openalex.org/I5388228"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xixi Wang","raw_affiliation_strings":["Department of Biomedical Engineering, University of Rochester, NY, USA","Department of Imaging Sciences, University of Rochester Medical Center, NY, USA","Univ. of Rochester Medical Ctr. (United States)","Univ. of Rochester (United States)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, University of Rochester, NY, USA","institution_ids":["https://openalex.org/I5388228"]},{"raw_affiliation_string":"Department of Imaging Sciences, University of Rochester Medical Center, NY, USA","institution_ids":["https://openalex.org/I28792581"]},{"raw_affiliation_string":"Univ. of Rochester Medical Ctr. (United States)","institution_ids":["https://openalex.org/I28792581"]},{"raw_affiliation_string":"Univ. of Rochester (United States)","institution_ids":["https://openalex.org/I5388228"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076156814","display_name":"Susan K. Hobbs","orcid":"https://orcid.org/0000-0001-7460-3259"},"institutions":[{"id":"https://openalex.org/I28792581","display_name":"University of Rochester Medical Center","ror":"https://ror.org/00trqv719","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I28792581","https://openalex.org/I5388228"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Susan K. Hobbs","raw_affiliation_strings":["Department of Imaging Sciences, University of Rochester Medical Center, NY, USA","Univ. of Rochester Medical Ctr. (United States)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Imaging Sciences, University of Rochester Medical Center, NY, USA","institution_ids":["https://openalex.org/I28792581"]},{"raw_affiliation_string":"Univ. of Rochester Medical Ctr. (United States)","institution_ids":["https://openalex.org/I28792581"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019141599","display_name":"Lutz Leistritz","orcid":null},"institutions":[{"id":"https://openalex.org/I76198965","display_name":"Friedrich Schiller University Jena","ror":"https://ror.org/05qpz1x62","country_code":"DE","type":"education","lineage":["https://openalex.org/I76198965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Lutz Leistritz","raw_affiliation_strings":["Institute of Medical Statistics, Computer Sciences, and Documentation, Friedrich Schiller University Jena, Germany","Friedrich-Schiller-Univ. Jena (Germany)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Medical Statistics, Computer Sciences, and Documentation, Friedrich Schiller University Jena, Germany","institution_ids":["https://openalex.org/I76198965"]},{"raw_affiliation_string":"Friedrich-Schiller-Univ. Jena (Germany)","institution_ids":["https://openalex.org/I76198965"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017779420","display_name":"Mahesh Nagarajan","orcid":"https://orcid.org/0000-0001-6942-4627"},"institutions":[{"id":"https://openalex.org/I28792581","display_name":"University of Rochester Medical Center","ror":"https://ror.org/00trqv719","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I28792581","https://openalex.org/I5388228"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mahesh B. Nagarajan","raw_affiliation_strings":["Department of Imaging Sciences, University of Rochester Medical Center, NY, USA","Univ. of Rochester Medical Ctr. (United States)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Imaging Sciences, University of Rochester Medical Center, NY, USA","institution_ids":["https://openalex.org/I28792581"]},{"raw_affiliation_string":"Univ. of Rochester Medical Ctr. (United States)","institution_ids":["https://openalex.org/I28792581"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.8325,"has_fulltext":false,"cited_by_count":32,"citation_normalized_percentile":{"value":0.72271762,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"9417","issue":null,"first_page":"94170M","last_page":"94170M"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":1.0,"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/T10241","display_name":"Functional Brain Connectivity Studies","score":1.0,"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/T10378","display_name":"Advanced MRI Techniques and Applications","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11304","display_name":"Advanced Neuroimaging Techniques and Applications","score":0.9973999857902527,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/computer-science","display_name":"Computer science","score":0.7236553430557251},{"id":"https://openalex.org/keywords/resting-state-fmri","display_name":"Resting state fMRI","score":0.6526319980621338},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.5525562167167664},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5386874675750732},{"id":"https://openalex.org/keywords/mutual-information","display_name":"Mutual information","score":0.5097813010215759},{"id":"https://openalex.org/keywords/functional-magnetic-resonance-imaging","display_name":"Functional magnetic resonance imaging","score":0.5079939961433411},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.4830635190010071},{"id":"https://openalex.org/keywords/motor-cortex","display_name":"Motor cortex","score":0.4673509895801544},{"id":"https://openalex.org/keywords/supplementary-motor-area","display_name":"Supplementary motor area","score":0.46154525876045227},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.43679165840148926},{"id":"https://openalex.org/keywords/neurophysiology","display_name":"Neurophysiology","score":0.41324982047080994},{"id":"https://openalex.org/keywords/connectome","display_name":"Connectome","score":0.4116383194923401},{"id":"https://openalex.org/keywords/human-brain","display_name":"Human brain","score":0.41162586212158203},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.34856826066970825},{"id":"https://openalex.org/keywords/functional-connectivity","display_name":"Functional connectivity","score":0.19554457068443298},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.11382785439491272}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7236553430557251},{"id":"https://openalex.org/C66324658","wikidata":"https://www.wikidata.org/wiki/Q7316120","display_name":"Resting state fMRI","level":2,"score":0.6526319980621338},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.5525562167167664},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5386874675750732},{"id":"https://openalex.org/C152139883","wikidata":"https://www.wikidata.org/wiki/Q252973","display_name":"Mutual information","level":2,"score":0.5097813010215759},{"id":"https://openalex.org/C2779226451","wikidata":"https://www.wikidata.org/wiki/Q903809","display_name":"Functional magnetic resonance imaging","level":2,"score":0.5079939961433411},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.4830635190010071},{"id":"https://openalex.org/C2778373776","wikidata":"https://www.wikidata.org/wiki/Q18696","display_name":"Motor cortex","level":3,"score":0.4673509895801544},{"id":"https://openalex.org/C2781300654","wikidata":"https://www.wikidata.org/wiki/Q2467403","display_name":"Supplementary motor area","level":3,"score":0.46154525876045227},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.43679165840148926},{"id":"https://openalex.org/C152478114","wikidata":"https://www.wikidata.org/wiki/Q660910","display_name":"Neurophysiology","level":2,"score":0.41324982047080994},{"id":"https://openalex.org/C45715564","wikidata":"https://www.wikidata.org/wiki/Q1292103","display_name":"Connectome","level":3,"score":0.4116383194923401},{"id":"https://openalex.org/C2777670902","wikidata":"https://www.wikidata.org/wiki/Q492038","display_name":"Human brain","level":2,"score":0.41162586212158203},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.34856826066970825},{"id":"https://openalex.org/C3018011982","wikidata":"https://www.wikidata.org/wiki/Q7316120","display_name":"Functional connectivity","level":2,"score":0.19554457068443298},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.11382785439491272},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C24998067","wikidata":"https://www.wikidata.org/wiki/Q4114622","display_name":"Stimulation","level":2,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1117/12.2082124","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.2082124","pdf_url":null,"source":{"id":"https://openalex.org/S183492911","display_name":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","issn_l":"0277-786X","issn":["0277-786X","1996-756X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315543","host_organization_name":"SPIE","host_organization_lineage":["https://openalex.org/P4310315543"],"host_organization_lineage_names":["SPIE"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SPIE Proceedings","raw_type":"proceedings-article"},{"id":"pmid:29367796","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/29367796","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":"Proceedings of SPIE--the International Society for Optical Engineering","raw_type":null},{"id":"pmh:oai:europepmc.org:4685789","is_oa":false,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/5777339","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/17","display_name":"Partnerships for the goals","score":0.4099999964237213}],"awards":[{"id":"https://openalex.org/G6007668292","display_name":null,"funder_award_id":"R01 DA034977","funder_id":"https://openalex.org/F4320337347","funder_display_name":"National Institute on Drug Abuse"}],"funders":[{"id":"https://openalex.org/F4320337347","display_name":"National Institute on Drug Abuse","ror":"https://ror.org/00fq5cm18"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":55,"referenced_works":["https://openalex.org/W133892329","https://openalex.org/W212537071","https://openalex.org/W1507544250","https://openalex.org/W1660467310","https://openalex.org/W1706864547","https://openalex.org/W1964107394","https://openalex.org/W1972228177","https://openalex.org/W1978215483","https://openalex.org/W1983345514","https://openalex.org/W1987869189","https://openalex.org/W1997269994","https://openalex.org/W1998945666","https://openalex.org/W2009494091","https://openalex.org/W2011988161","https://openalex.org/W2013235441","https://openalex.org/W2017345738","https://openalex.org/W2020254800","https://openalex.org/W2044713450","https://openalex.org/W2060721178","https://openalex.org/W2061690543","https://openalex.org/W2077990749","https://openalex.org/W2078515955","https://openalex.org/W2083278075","https://openalex.org/W2096545550","https://openalex.org/W2103961356","https://openalex.org/W2116825956","https://openalex.org/W2121947440","https://openalex.org/W2126602481","https://openalex.org/W2130107054","https://openalex.org/W2131681506","https://openalex.org/W2132914434","https://openalex.org/W2137526583","https://openalex.org/W2141317097","https://openalex.org/W2148585001","https://openalex.org/W2149018240","https://openalex.org/W2169397963","https://openalex.org/W2171546147","https://openalex.org/W2172180476","https://openalex.org/W2464525596","https://openalex.org/W2494820207","https://openalex.org/W2593687779","https://openalex.org/W3099014884","https://openalex.org/W3099768174","https://openalex.org/W4205687621","https://openalex.org/W4244838597","https://openalex.org/W4252143507","https://openalex.org/W4294398017","https://openalex.org/W6653524013","https://openalex.org/W6674352590","https://openalex.org/W6677221093","https://openalex.org/W6684817826","https://openalex.org/W6685179704","https://openalex.org/W6734509241","https://openalex.org/W6785241104","https://openalex.org/W7014191107"],"related_works":["https://openalex.org/W2043847720","https://openalex.org/W2466816617","https://openalex.org/W4320035362","https://openalex.org/W2001615495","https://openalex.org/W3135158704","https://openalex.org/W2047006349","https://openalex.org/W4289711119","https://openalex.org/W4248584609","https://openalex.org/W3193638366","https://openalex.org/W1988099024"],"abstract_inverted_index":{"We":[0,100],"explore":[1],"a":[2,62,127,138,143,158,168,208],"computational":[3],"framework":[4,38,104],"for":[5,20],"functional":[6,11],"connectivity":[7,34],"analysis":[8,35,179],"in":[9,105,167,198,236],"resting-state":[10],"MRI":[12],"(fMRI)":[13],"data":[14],"acquired":[15],"from":[16,72,118],"the":[17,22,42,49,59,65,73,83,106,110,154,189,226,234],"human":[18],"brain":[19,235],"recovering":[21,109],"underlying":[23,66,227],"network":[24,30,67,78,98,113,228],"structure":[25,68,229],"and":[26,162,193,221],"understanding":[27],"causality":[28,95],"between":[29,53,96,151,230],"components.":[31,99],"Termed":[32],"mutual":[33],"(MCA),":[36],"this":[37],"involves":[39],"two":[40],"steps,":[41],"first":[43],"of":[44,108,130,153,185,203,233],"which":[45],"is":[46,69],"to":[47,93],"evaluate":[48],"pair-wise":[50],"cross-prediction":[51],"performance":[52],"fMRI":[54,121,140,178,210],"pixel":[55],"time":[56],"series":[57],"within":[58],"brain.":[60],"In":[61],"second":[63],"step,":[64],"subsequently":[70],"recovered":[71],"affinity":[74],"matrix":[75],"using":[76],"non-metric":[77],"clustering":[79],"approaches,":[80],"such":[81],"as":[82,135],"so-called":[84],"Louvain":[85],"method.":[86],"Finally,":[87],"we":[88,213],"use":[89],"convergent":[90],"cross-mapping":[91],"(CCM)":[92],"study":[94],"different":[97,231],"demonstrate":[101,180],"our":[102,174,216],"MCA":[103,217],"problem":[107],"motor":[111,132,155,191,195],"cortex":[112,133,156,192],"associated":[114,187],"with":[115,126,188,201,207],"hand":[116],"movement":[117],"resting":[119,237],"state":[120,238],"data.":[122],"Results":[123],"are":[124,197],"compared":[125],"ground":[128],"truth":[129],"active":[131],"regions":[134,152,186,205,232],"identified":[136],"by":[137],"task-based":[139,209],"sequence":[141],"involving":[142],"finger-tapping":[144],"stimulation":[145],"experiment.":[146],"Our":[147],"results":[148,175],"regarding":[149],"causation":[150],"revealed":[157],"significant":[159],"directional":[160],"variability":[161],"were":[163],"not":[164],"readily":[165],"interpretable":[166],"consistent":[169],"manner":[170],"across":[171],"subjects.":[172],"However,":[173],"on":[176],"whole-slice":[177],"that":[181,215],"MCA-based":[182],"model-free":[183],"recovery":[184],"primary":[190],"supplementary":[194],"area":[196],"close":[199],"agreement":[200],"localization":[202],"similar":[204],"achieved":[206],"acquisition.":[211],"Thus,":[212],"conclude":[214],"methodology":[218],"can":[219],"extract":[220],"visualize":[222],"valuable":[223],"information":[224],"concerning":[225],"fMRI.":[239]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":2}],"updated_date":"2026-06-24T13:16:06.693445","created_date":"2025-10-10T00:00:00"}
