{"id":"https://openalex.org/W4367053698","doi":"https://doi.org/10.3389/fncom.2023.1142948","title":"Stability of mental motor-imagery classification in EEG depends on the choice of classifier model and experiment design, but not on signal preprocessing","display_name":"Stability of mental motor-imagery classification in EEG depends on the choice of classifier model and experiment design, but not on signal preprocessing","publication_year":2023,"publication_date":"2023-04-26","ids":{"openalex":"https://openalex.org/W4367053698","doi":"https://doi.org/10.3389/fncom.2023.1142948","pmid":"https://pubmed.ncbi.nlm.nih.gov/37180880"},"language":"en","primary_location":{"id":"doi:10.3389/fncom.2023.1142948","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fncom.2023.1142948","pdf_url":"https://www.frontiersin.org/articles/10.3389/fncom.2023.1142948/pdf","source":{"id":"https://openalex.org/S19778766","display_name":"Frontiers in Computational Neuroscience","issn_l":"1662-5188","issn":["1662-5188"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Computational Neuroscience","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.frontiersin.org/articles/10.3389/fncom.2023.1142948/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5016340016","display_name":"Martin Rosenfelder","orcid":"https://orcid.org/0009-0001-6984-4944"},"institutions":[{"id":"https://openalex.org/I196349391","display_name":"Universit\u00e4t Ulm","ror":"https://ror.org/032000t02","country_code":"DE","type":"education","lineage":["https://openalex.org/I196349391"]},{"id":"https://openalex.org/I4210136758","display_name":"Therapiezentrum Burgau","ror":"https://ror.org/04tzr7454","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210136758"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Martin Justinus Rosenfelder","raw_affiliation_strings":["Institute of Psychology and Education, Clinical and Biological Psychology, Ulm University, Ulm, Germany","Therapiezentrum Burgau, Burgau, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Psychology and Education, Clinical and Biological Psychology, Ulm University, Ulm, Germany","institution_ids":["https://openalex.org/I196349391"]},{"raw_affiliation_string":"Therapiezentrum Burgau, Burgau, Germany","institution_ids":["https://openalex.org/I4210136758"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083456364","display_name":"Myra Spiliopoulou","orcid":"https://orcid.org/0000-0002-1828-5759"},"institutions":[{"id":"https://openalex.org/I95793202","display_name":"Otto-von-Guericke-Universit\u00e4t Magdeburg","ror":"https://ror.org/00ggpsq73","country_code":"DE","type":"education","lineage":["https://openalex.org/I95793202"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Myra Spiliopoulou","raw_affiliation_strings":["Knowledge Management and Discovery Lab, Faculty of Computer Science, Otto-von-Guericke-University Magdeburg, Magdeburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Knowledge Management and Discovery Lab, Faculty of Computer Science, Otto-von-Guericke-University Magdeburg, Magdeburg, Germany","institution_ids":["https://openalex.org/I95793202"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009635089","display_name":"Burkhard Hoppenstedt","orcid":"https://orcid.org/0000-0003-3456-4210"},"institutions":[{"id":"https://openalex.org/I196349391","display_name":"Universit\u00e4t Ulm","ror":"https://ror.org/032000t02","country_code":"DE","type":"education","lineage":["https://openalex.org/I196349391"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Burkhard Hoppenstedt","raw_affiliation_strings":["Institute of Databases and Information Systems, Ulm University, Ulm, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Databases and Information Systems, Ulm University, Ulm, Germany","institution_ids":["https://openalex.org/I196349391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015213318","display_name":"R\u00fcdiger Pryss","orcid":"https://orcid.org/0000-0003-1522-785X"},"institutions":[{"id":"https://openalex.org/I196349391","display_name":"Universit\u00e4t Ulm","ror":"https://ror.org/032000t02","country_code":"DE","type":"education","lineage":["https://openalex.org/I196349391"]},{"id":"https://openalex.org/I25974101","display_name":"University of W\u00fcrzburg","ror":"https://ror.org/00fbnyb24","country_code":"DE","type":"education","lineage":["https://openalex.org/I25974101"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"R\u00fcdiger Pryss","raw_affiliation_strings":["Institute of Clinical Epidemiology and Biometry, University of W\u00fcrzburg, W\u00fcrzburg, Germany","Institute of Databases and Information Systems, Ulm University, Ulm, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Clinical Epidemiology and Biometry, University of W\u00fcrzburg, W\u00fcrzburg, Germany","institution_ids":["https://openalex.org/I25974101"]},{"raw_affiliation_string":"Institute of Databases and Information Systems, Ulm University, Ulm, Germany","institution_ids":["https://openalex.org/I196349391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062812370","display_name":"Patrick Fissler","orcid":"https://orcid.org/0000-0002-7456-3098"},"institutions":[{"id":"https://openalex.org/I196349391","display_name":"Universit\u00e4t Ulm","ror":"https://ror.org/032000t02","country_code":"DE","type":"education","lineage":["https://openalex.org/I196349391"]},{"id":"https://openalex.org/I27945538","display_name":"Paracelsus Medical University","ror":"https://ror.org/03z3mg085","country_code":"AT","type":"education","lineage":["https://openalex.org/I27945538"]}],"countries":["AT","DE"],"is_corresponding":false,"raw_author_name":"Patrick Fissler","raw_affiliation_strings":["Institute of Psychology and Education, Clinical and Biological Psychology, Ulm University, Ulm, Germany","Psychiatric Services Thurgau, M\u00fcnsterlingen, Switzerland","University Hospital for Psychiatry and Psychotherapy, Paracelsus Medical University, Salzburg, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Psychology and Education, Clinical and Biological Psychology, Ulm University, Ulm, Germany","institution_ids":["https://openalex.org/I196349391"]},{"raw_affiliation_string":"Psychiatric Services Thurgau, M\u00fcnsterlingen, Switzerland","institution_ids":[]},{"raw_affiliation_string":"University Hospital for Psychiatry and Psychotherapy, Paracelsus Medical University, Salzburg, Austria","institution_ids":["https://openalex.org/I27945538"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055364292","display_name":"Mario della Piedra Walter","orcid":null},"institutions":[{"id":"https://openalex.org/I180437899","display_name":"University of Bremen","ror":"https://ror.org/04ers2y35","country_code":"DE","type":"education","lineage":["https://openalex.org/I180437899"]},{"id":"https://openalex.org/I4210136758","display_name":"Therapiezentrum Burgau","ror":"https://ror.org/04tzr7454","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210136758"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Mario della Piedra Walter","raw_affiliation_strings":["Faculty 2: Biology/Chemistry, University of Bremen, Bremen, Germany","Therapiezentrum Burgau, Burgau, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty 2: Biology/Chemistry, University of Bremen, Bremen, Germany","institution_ids":["https://openalex.org/I180437899"]},{"raw_affiliation_string":"Therapiezentrum Burgau, Burgau, Germany","institution_ids":["https://openalex.org/I4210136758"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063783339","display_name":"Iris\u2010Tatjana Kolassa","orcid":"https://orcid.org/0000-0001-7847-1847"},"institutions":[{"id":"https://openalex.org/I196349391","display_name":"Universit\u00e4t Ulm","ror":"https://ror.org/032000t02","country_code":"DE","type":"education","lineage":["https://openalex.org/I196349391"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Iris-Tatjana Kolassa","raw_affiliation_strings":["Institute of Psychology and Education, Clinical and Biological Psychology, Ulm University, Ulm, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Psychology and Education, Clinical and Biological Psychology, Ulm University, Ulm, Germany","institution_ids":["https://openalex.org/I196349391"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005181468","display_name":"Andreas Bender","orcid":"https://orcid.org/0000-0002-6328-7104"},"institutions":[{"id":"https://openalex.org/I4210136758","display_name":"Therapiezentrum Burgau","ror":"https://ror.org/04tzr7454","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210136758"]},{"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"],"is_corresponding":false,"raw_author_name":"Andreas Bender","raw_affiliation_strings":["Department of Neurology, University of Munich, Munich, Germany","Therapiezentrum Burgau, Burgau, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neurology, University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I8204097"]},{"raw_affiliation_string":"Therapiezentrum Burgau, Burgau, Germany","institution_ids":["https://openalex.org/I4210136758"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5016340016"],"corresponding_institution_ids":["https://openalex.org/I196349391","https://openalex.org/I4210136758"],"apc_list":{"value":2950,"currency":"USD","value_usd":2950},"apc_paid":{"value":2950,"currency":"USD","value_usd":2950},"fwci":0.6687,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.66352498,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"17","issue":null,"first_page":"1142948","last_page":"1142948"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.8133999705314636,"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.8133999705314636,"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":0.04749999940395355,"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/T10416","display_name":"Traumatic Brain Injury Research","score":0.0357000008225441,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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/artificial-intelligence","display_name":"Artificial intelligence","score":0.7650320529937744},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.7374207973480225},{"id":"https://openalex.org/keywords/preprocessor","display_name":"Preprocessor","score":0.6941020488739014},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6675655841827393},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.6428166031837463},{"id":"https://openalex.org/keywords/motor-imagery","display_name":"Motor imagery","score":0.6345324516296387},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.6226959228515625},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6147626638412476},{"id":"https://openalex.org/keywords/artifact","display_name":"Artifact (error)","score":0.5566768646240234},{"id":"https://openalex.org/keywords/region-of-interest","display_name":"Region of interest","score":0.41784948110580444},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35122501850128174},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.2000361680984497},{"id":"https://openalex.org/keywords/brain\u2013computer-interface","display_name":"Brain\u2013computer interface","score":0.198444664478302}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7650320529937744},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7374207973480225},{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.6941020488739014},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6675655841827393},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.6428166031837463},{"id":"https://openalex.org/C54808283","wikidata":"https://www.wikidata.org/wiki/Q6918191","display_name":"Motor imagery","level":4,"score":0.6345324516296387},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.6226959228515625},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6147626638412476},{"id":"https://openalex.org/C2779010991","wikidata":"https://www.wikidata.org/wiki/Q2720909","display_name":"Artifact (error)","level":2,"score":0.5566768646240234},{"id":"https://openalex.org/C19609008","wikidata":"https://www.wikidata.org/wiki/Q2138203","display_name":"Region of interest","level":2,"score":0.41784948110580444},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35122501850128174},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2000361680984497},{"id":"https://openalex.org/C173201364","wikidata":"https://www.wikidata.org/wiki/Q897410","display_name":"Brain\u2013computer interface","level":3,"score":0.198444664478302},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.3389/fncom.2023.1142948","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fncom.2023.1142948","pdf_url":"https://www.frontiersin.org/articles/10.3389/fncom.2023.1142948/pdf","source":{"id":"https://openalex.org/S19778766","display_name":"Frontiers in Computational Neuroscience","issn_l":"1662-5188","issn":["1662-5188"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Computational Neuroscience","raw_type":"journal-article"},{"id":"pmid:37180880","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37180880","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":"Frontiers in computational neuroscience","raw_type":null},{"id":"pmh:oai:opus.bibliothek.uni-wuerzburg.de:31395","is_oa":true,"landing_page_url":"https://nbn-resolving.org/urn:nbn:de:bvb:20-opus-313955","pdf_url":"https://opus.bibliothek.uni-wuerzburg.de/files/31395/fncom-17-1142948.pdf","source":{"id":"https://openalex.org/S4306401635","display_name":"Online Publication Service of W\u00fcrzburg University (W\u00fcrzburg University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I25974101","host_organization_name":"University of W\u00fcrzburg","host_organization_lineage":["https://openalex.org/I25974101"],"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":"doc-type:article"},{"id":"pmh:oai:pubmedcentral.nih.gov:10169631","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10169631","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10169631/pdf/fncom-17-1142948.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Front Comput Neurosci","raw_type":"Text"},{"id":"pmh:oai:uni-augsburg.opus-bayern.de:113899","is_oa":true,"landing_page_url":"https://nbn-resolving.org/urn:nbn:de:bvb:384-opus4-1138996","pdf_url":"https://opus.bibliothek.uni-augsburg.de/opus4/files/113899/113899.pdf","source":{"id":"https://openalex.org/S4306400930","display_name":"OPUS (Augsburg University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I119916105","host_organization_name":"Augsburg University","host_organization_lineage":["https://openalex.org/I119916105"],"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":"doc-type:article"},{"id":"pmh:oai:doaj.org/article:efc1d6d7d7b1435c9c6e7fbdaa5ca6f4","is_oa":true,"landing_page_url":"https://doaj.org/article/efc1d6d7d7b1435c9c6e7fbdaa5ca6f4","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Frontiers in Computational Neuroscience, Vol 17 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3389/fncom.2023.1142948","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fncom.2023.1142948","pdf_url":"https://www.frontiersin.org/articles/10.3389/fncom.2023.1142948/pdf","source":{"id":"https://openalex.org/S19778766","display_name":"Frontiers in Computational Neuroscience","issn_l":"1662-5188","issn":["1662-5188"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Computational Neuroscience","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4367053698.pdf"},"referenced_works_count":38,"referenced_works":["https://openalex.org/W27217484","https://openalex.org/W1965624581","https://openalex.org/W1966335032","https://openalex.org/W1989148514","https://openalex.org/W1996679054","https://openalex.org/W2005792684","https://openalex.org/W2018413174","https://openalex.org/W2033823232","https://openalex.org/W2034732209","https://openalex.org/W2072225962","https://openalex.org/W2079277602","https://openalex.org/W2084461382","https://openalex.org/W2091767410","https://openalex.org/W2095890329","https://openalex.org/W2102176429","https://openalex.org/W2108384452","https://openalex.org/W2147914276","https://openalex.org/W2150174491","https://openalex.org/W2157150574","https://openalex.org/W2159455995","https://openalex.org/W2163500864","https://openalex.org/W2166073443","https://openalex.org/W2409379441","https://openalex.org/W2507528282","https://openalex.org/W2626515687","https://openalex.org/W2783689759","https://openalex.org/W2895368692","https://openalex.org/W2897049893","https://openalex.org/W2915893085","https://openalex.org/W2955728019","https://openalex.org/W2964596665","https://openalex.org/W3038257312","https://openalex.org/W3085037063","https://openalex.org/W3098663814","https://openalex.org/W3193603015","https://openalex.org/W4206186876","https://openalex.org/W4291824710","https://openalex.org/W4399569460"],"related_works":["https://openalex.org/W2534443592","https://openalex.org/W2885445478","https://openalex.org/W2320736787","https://openalex.org/W2049058798","https://openalex.org/W1989996189","https://openalex.org/W2345184372","https://openalex.org/W3013515612","https://openalex.org/W2136184105","https://openalex.org/W1858454510","https://openalex.org/W2905073489"],"abstract_inverted_index":{"Introduction":[0],"Modern":[1],"consciousness":[2,17,67],"research":[3],"has":[4],"developed":[5],"diagnostic":[6,11],"tests":[7],"to":[8,35,244],"improve":[9],"the":[10,62,72,79,165,170,179,201,228,237,288,294],"accuracy":[12],"of":[13,16,64,66,74,120,144,203,230,271,287,290,296],"different":[14,221,269],"states":[15],"via":[18],"electroencephalography":[19],"(EEG)-based":[20],"mental":[21,211,246],"motor":[22,123],"imagery":[23],"(MI),":[24],"which":[25,299],"is":[26,266],"still":[27],"challenging":[28],"and":[29,43,88,128,147,154,197,206],"lacks":[30],"a":[31,175,241,245,282],"consensus":[32],"on":[33,83,102,149,178,293],"how":[34],"best":[36],"analyse":[37],"MI":[38,103,212,247],"EEG-data.":[39],"An":[40],"optimally":[41],"designed":[42],"analyzed":[44],"paradigm":[45],"must":[46],"detect":[47],"command-following":[48],"in":[49,58,78,94,164,209,227,305],"all":[50],"healthy":[51,96],"individuals,":[52,97],"before":[53],"it":[54],"can":[55],"be":[56,301],"applied":[57],"patients,":[59],"e.g.,":[60],"for":[61,194],"diagnosis":[63],"disorders":[65],"(DOC).":[68],"Methods":[69],"We":[70],"investigated":[71],"effects":[73,143,286],"two":[75],"important":[76],"steps":[77],"raw":[80],"signal":[81,222,273],"preprocessing":[82,223,274],"predicting":[84,150],"participant":[85,151,231,297],"performance":[86,91,152,156,181,205,208,232],"(F1)":[87,153],"machine-learning":[89,129],"classifier":[90,155,180,207],"(area-under-curve,":[92],"AUC)":[93],"eight":[95],"that":[98,264],"are":[99],"based":[100],"solely":[101],"using":[104,214,276],"high-density":[105],"EEG":[106,272],"(HD-EEG):":[107],"artifact":[108,145,195],"correction":[109,111,146,196],"(manual":[110],"with":[112,240],"vs.":[113,125,134],"without":[114],"Independent":[115],"Component":[116],"Analysis":[117],"[ICA]),":[118],"region":[119],"interest":[121],"(ROI;":[122],"area":[124],"whole":[126],"brain),":[127],"algorithm":[130],"(support-vector":[131],"machine":[132],"[SVM]":[133],"k-nearest":[135],"neighbor":[136],"[KNN]).":[137],"Results":[138,139],"revealed":[140],"no":[141,192],"significant":[142,176],"ROI":[148,173,198],"(AUC)":[157],"scores":[158],"(all":[159],"p":[160,187,256],"s":[161],"&amp;gt;":[162],"0.05)":[163],"SVM":[166,277],"classification":[167,216,265],"model.":[168],"In":[169],"KNN":[171],"model,":[172],"had":[174],"influence":[177],"[":[182,250],"F":[183],"(1,8.939)":[184],"=":[185,188,254,257],"7.585,":[186],"0.023].":[189],"There":[190],"was":[191,233],"evidence":[193],"selection":[199],"changing":[200],"prediction":[202,229,295],"participants":[204],"EEG-based":[210],"if":[213],"SVM-based":[215],"(71\u2013100%":[217],"correct":[218],"classifications":[219],"across":[220,268],"methods).":[224],"The":[225],"variance":[226],"significantly":[234],"higher":[235],"when":[236,275],"experiment":[238],"started":[239],"resting-state":[242],"compared":[243],"task":[248,291],"block":[249],"X":[251],"2":[252],"(1)":[253],"5.849,":[255],"0.016].":[258],"Discussion":[259],"Overall,":[260],"we":[261],"could":[262],"show":[263],"stable":[267],"modes":[270],"models.":[278],"Exploratory":[279],"analysis":[280],"gave":[281],"hint":[283],"toward":[284],"potential":[285],"sequence":[289],"execution":[292],"performance,":[298],"should":[300],"taken":[302],"into":[303],"account":[304],"future":[306],"studies.":[307]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
