乐胖代购免代理版

{"id":"https://openalex.org/W2208039604","doi":"https://doi.org/10.1186/s12911-015-0227-6","title":"Data mining EEG signals in depression for their diagnostic value","display_name":"Data mining EEG signals in depression for their diagnostic value","publication_year":2015,"publication_date":"2015-12-01","ids":{"openalex":"https://openalex.org/W2208039604","doi":"https://doi.org/10.1186/s12911-015-0227-6","mag":"2208039604","pmid":"https://pubmed.ncbi.nlm.nih.gov/26699540","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/4690290"},"language":"en","primary_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-015-0227-6","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-015-0227-6","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_indexed_in_scopus":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310319965","https://openalex.org/P4310320256"],"host_organization_lineage_names":["Springer Nature","BioMed Central"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},"type":"article","type_crossref":"journal-article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-015-0227-6","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5014758300","display_name":"Mehdi Mohammadi","orcid":"https://orcid.org/0000-0001-8736-7259"},"institutions":[{"id":"https://openalex.org/I153718931","display_name":"University of Ottawa","ror":"https://ror.org/03c4mmv16","country_code":"CA","type":"funder","lineage":["https://openalex.org/I153718931"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Mahdi Mohammadi","raw_affiliation_strings":["Knowledge Discovery and Data mining Lab (KDD), University of Ottawa, Ottawa, ON, Canada"],"affiliations":[{"raw_affiliation_string":"Knowledge Discovery and Data mining Lab (KDD), University of Ottawa, Ottawa, ON, Canada","institution_ids":["https://openalex.org/I153718931"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020947794","display_name":"Fadwa Gamal Mohammed Al-Azab","orcid":null},"institutions":[{"id":"https://openalex.org/I153718931","display_name":"University of Ottawa","ror":"https://ror.org/03c4mmv16","country_code":"CA","type":"funder","lineage":["https://openalex.org/I153718931"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Fadwa Al-Azab","raw_affiliation_strings":["Knowledge Discovery and Data mining Lab (KDD), University of Ottawa, Ottawa, ON, Canada"],"affiliations":[{"raw_affiliation_string":"Knowledge Discovery and Data mining Lab (KDD), University of Ottawa, Ottawa, ON, Canada","institution_ids":["https://openalex.org/I153718931"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002325086","display_name":"Bijan Raahemi","orcid":"https://orcid.org/0000-0001-6302-2918"},"institutions":[{"id":"https://openalex.org/I153718931","display_name":"University of Ottawa","ror":"https://ror.org/03c4mmv16","country_code":"CA","type":"funder","lineage":["https://openalex.org/I153718931"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Bijan Raahemi","raw_affiliation_strings":["Knowledge Discovery and Data mining Lab (KDD), University of Ottawa, Ottawa, ON, Canada"],"affiliations":[{"raw_affiliation_string":"Knowledge Discovery and Data mining Lab (KDD), University of Ottawa, Ottawa, ON, Canada","institution_ids":["https://openalex.org/I153718931"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013585339","display_name":"Gregory Richards","orcid":"https://orcid.org/0000-0001-6585-4152"},"institutions":[{"id":"https://openalex.org/I153718931","display_name":"University of Ottawa","ror":"https://ror.org/03c4mmv16","country_code":"CA","type":"funder","lineage":["https://openalex.org/I153718931"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Gregory Richards","raw_affiliation_strings":["Knowledge Discovery and Data mining Lab (KDD), University of Ottawa, Ottawa, ON, Canada"],"affiliations":[{"raw_affiliation_string":"Knowledge Discovery and Data mining Lab (KDD), University of Ottawa, Ottawa, ON, Canada","institution_ids":["https://openalex.org/I153718931"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024213619","display_name":"Natalia Jaworska","orcid":"https://orcid.org/0000-0001-5643-8210"},"institutions":[{"id":"https://openalex.org/I5023651","display_name":"McGill University","ror":"https://ror.org/01pxwe438","country_code":"CA","type":"funder","lineage":["https://openalex.org/I5023651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Natalia Jaworska","raw_affiliation_strings":["Department of Psychiatry, McGill University, Montreal, QC, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Psychiatry, McGill University, Montreal, QC, Canada","institution_ids":["https://openalex.org/I5023651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007415215","display_name":"Dylan Smith","orcid":"https://orcid.org/0000-0003-2628-8375"},"institutions":[{"id":"https://openalex.org/I153718931","display_name":"University of Ottawa","ror":"https://ror.org/03c4mmv16","country_code":"CA","type":"funder","lineage":["https://openalex.org/I153718931"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Dylan Smith","raw_affiliation_strings":["Department of Cellular and Molecular Medicine, University of Ottawa, Ottawa, ON, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Cellular and Molecular Medicine, University of Ottawa, Ottawa, ON, Canada","institution_ids":["https://openalex.org/I153718931"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050030727","display_name":"Sara de la Salle","orcid":"https://orcid.org/0000-0002-1698-5938"},"institutions":[{"id":"https://openalex.org/I153718931","display_name":"University of Ottawa","ror":"https://ror.org/03c4mmv16","country_code":"CA","type":"funder","lineage":["https://openalex.org/I153718931"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Sara de la Salle","raw_affiliation_strings":["School of Psychology, University of Ottawa, Ottawa, ON, Canada"],"affiliations":[{"raw_affiliation_string":"School of Psychology, University of Ottawa, Ottawa, ON, Canada","institution_ids":["https://openalex.org/I153718931"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002538047","display_name":"Pierre Blier","orcid":"https://orcid.org/0000-0003-1881-2421"},"institutions":[{"id":"https://openalex.org/I2800991225","display_name":"Royal Ottawa Mental Health Centre","ror":"https://ror.org/056vnsb08","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I2800991225"]},{"id":"https://openalex.org/I153718931","display_name":"University of Ottawa","ror":"https://ror.org/03c4mmv16","country_code":"CA","type":"funder","lineage":["https://openalex.org/I153718931"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Pierre Blier","raw_affiliation_strings":["Institute of Mental Health Research at the Royal Ottawa Mental Health Care Centre, University of Ottawa, 1145 Carling Avenue, Ottawa, ON, K1Z 7 K4, Canada"],"affiliations":[{"raw_affiliation_string":"Institute of Mental Health Research at the Royal Ottawa Mental Health Care Centre, University of Ottawa, 1145 Carling Avenue, Ottawa, ON, K1Z 7 K4, Canada","institution_ids":["https://openalex.org/I2800991225","https://openalex.org/I153718931"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037323059","display_name":"Verner Knott","orcid":"https://orcid.org/0000-0002-4969-3819"},"institutions":[{"id":"https://openalex.org/I2800991225","display_name":"Royal Ottawa Mental Health Centre","ror":"https://ror.org/056vnsb08","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I2800991225"]},{"id":"https://openalex.org/I153718931","display_name":"University of Ottawa","ror":"https://ror.org/03c4mmv16","country_code":"CA","type":"funder","lineage":["https://openalex.org/I153718931"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Verner Knott","raw_affiliation_strings":["Institute of Mental Health Research at the Royal Ottawa Mental Health Care Centre, University of Ottawa, 1145 Carling Avenue, Ottawa, ON, K1Z 7 K4, Canada"],"affiliations":[{"raw_affiliation_string":"Institute of Mental Health Research at the Royal Ottawa Mental Health Care Centre, University of Ottawa, 1145 Carling Avenue, Ottawa, ON, K1Z 7 K4, Canada","institution_ids":["https://openalex.org/I2800991225","https://openalex.org/I153718931"]}]}],"institution_assertions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1570,"currency":"GBP","value_usd":1925},"apc_paid":{"value":1570,"currency":"GBP","value_usd":1925},"fwci":1.898,"has_fulltext":true,"fulltext_origin":"pdf","cited_by_count":97,"citation_normalized_percentile":{"value":0.882068,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"15","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9998,"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":0.9998,"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":0.9978,"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/T10042","display_name":"Neural and Behavioral Psychology Studies","score":0.9868,"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/normalization","display_name":"Normalization","score":0.55697644}],"concepts":[{"id":"https://openalex.org/C69738355","wikidata":"https://www.wikidata.org/wiki/Q1228929","display_name":"Linear discriminant analysis","level":2,"score":0.7512534},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.73424816},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.626785},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.579982},{"id":"https://openalex.org/C136886441","wikidata":"https://www.wikidata.org/wiki/Q926129","display_name":"Normalization (sociology)","level":2,"score":0.55697644},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5067261},{"id":"https://openalex.org/C2780051608","wikidata":"https://www.wikidata.org/wiki/Q42844","display_name":"Major depressive disorder","level":3,"score":0.45814675},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.42619497},{"id":"https://openalex.org/C47432892","wikidata":"https://www.wikidata.org/wiki/Q831390","display_name":"Wavelet","level":2,"score":0.4233351},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.32694745},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.23896793},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.12305334},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.11717197},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C19165224","wikidata":"https://www.wikidata.org/wiki/Q23404","display_name":"Anthropology","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D003865","descriptor_name":"Depressive Disorder, Major","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":true},{"descriptor_ui":"D008962","descriptor_name":"Models, Theoretical","qualifier_ui":"","qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":"","qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":"","qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":"","qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003865","descriptor_name":"Depressive Disorder, Major","qualifier_ui":"","qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"","qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":"","qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":"","qualifier_name":null,"is_major_topic":false}],"locations_count":6,"locations":[{"is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-015-0227-6","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-015-0227-6","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_indexed_in_scopus":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310319965","https://openalex.org/P4310320256"],"host_organization_lineage_names":["Springer Nature","BioMed Central"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},{"is_oa":true,"landing_page_url":"https://europepmc.org/articles/pmc4690290","pdf_url":"https://europepmc.org/articles/pmc4690290?pdf=render","source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_indexed_in_scopus":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":["European Bioinformatics Institute"],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},{"is_oa":true,"landing_page_url":"https://escholarship.mcgill.ca/concern/articles/k35698192","pdf_url":"http://escholarship.mcgill.ca/downloads/ft848v34v","source":{"id":"https://openalex.org/S4306401568","display_name":"eScholarship@McGill (McGill)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_indexed_in_scopus":false,"is_core":false,"host_organization":"https://openalex.org/I5023651","host_organization_name":"McGill University","host_organization_lineage":["https://openalex.org/I5023651"],"host_organization_lineage_names":["McGill University"],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},{"is_oa":true,"landing_page_url":"http://hdl.handle.net/10393/34078","pdf_url":"http://ruor.uottawa.ca/bitstream/10393/34078/1/12911_2015_Article_227.pdf","source":{"id":"https://openalex.org/S4306400902","display_name":"uO Research (University of Ottawa)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_indexed_in_scopus":false,"is_core":false,"host_organization":"https://openalex.org/I153718931","host_organization_name":"University of Ottawa","host_organization_lineage":["https://openalex.org/I153718931"],"host_organization_lineage_names":["University of Ottawa"],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},{"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4690290","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_indexed_in_scopus":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":["National Institutes of Health"],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true},{"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/26699540","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_indexed_in_scopus":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":["National Institutes of Health"],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-015-0227-6","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-015-0227-6","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_indexed_in_scopus":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310319965","https://openalex.org/P4310320256"],"host_organization_lineage_names":["Springer Nature","BioMed Central"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},"sustainable_development_goals":[{"score":0.51,"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10"},{"score":0.4,"display_name":"Peace, justice, and strong institutions","id":"https://metadata.un.org/sdg/16"}],"grants":[],"datasets":[],"versions":[],"referenced_works_count":61,"referenced_works":["https://openalex.org/W1488104929","https://openalex.org/W1512383952","https://openalex.org/W1565377632","https://openalex.org/W1576849326","https://openalex.org/W1665095741","https://openalex.org/W1963671300","https://openalex.org/W1966717548","https://openalex.org/W196891096","https://openalex.org/W1974028377","https://openalex.org/W1977465442","https://openalex.org/W1982400723","https://openalex.org/W1985809919","https://openalex.org/W1994672146","https://openalex.org/W1999682854","https://openalex.org/W2003922371","https://openalex.org/W2007811545","https://openalex.org/W2014435820","https://openalex.org/W2015374864","https://openalex.org/W2018342377","https://openalex.org/W2029882491","https://openalex.org/W2037803098","https://openalex.org/W2042105069","https://openalex.org/W2044531734","https://openalex.org/W2064828227","https://openalex.org/W2066458367","https://openalex.org/W2072735345","https://openalex.org/W2074297254","https://openalex.org/W2086220151","https://openalex.org/W2092027017","https://openalex.org/W2093369439","https://openalex.org/W2097571405","https://openalex.org/W2097950056","https://openalex.org/W2104462458","https://openalex.org/W2110444396","https://openalex.org/W2114512489","https://openalex.org/W2118826874","https://openalex.org/W2121605598","https://openalex.org/W2126719297","https://openalex.org/W2131823335","https://openalex.org/W2140190241","https://openalex.org/W2146890278","https://openalex.org/W2147969224","https://openalex.org/W2157282844","https://openalex.org/W2158485497","https://openalex.org/W2159011576","https://openalex.org/W2166354081","https://openalex.org/W2170684975","https://openalex.org/W2302902443","https://openalex.org/W2330374543","https://openalex.org/W2336274017","https://openalex.org/W2482589566","https://openalex.org/W2536564174","https://openalex.org/W259338706","https://openalex.org/W332101534","https://openalex.org/W4243694527","https://openalex.org/W4247665917","https://openalex.org/W52021188","https://openalex.org/W589271961","https://openalex.org/W6668765","https://openalex.org/W91108901","https://openalex.org/W940582803"],"related_works":["https://openalex.org/W4321441197","https://openalex.org/W4321276295","https://openalex.org/W4294432981","https://openalex.org/W3011538607","https://openalex.org/W2953716828","https://openalex.org/W2944728705","https://openalex.org/W2904857019","https://openalex.org/W2904022177","https://openalex.org/W2591697403","https://openalex.org/W2359348847"],"abstract_inverted_index":{"Quantitative":[0,43],"electroencephalogram":[1],"(EEG)":[2],"is":[3],"one":[4],"neuroimaging":[5],"technique":[6],"that":[7,301],"has":[8,38],"been":[9],"shown":[10],"to":[11,40,121,135,151],"differentiate":[12],"patients":[13,102,258],"with":[14,85,226,250],"major":[15],"depressive":[16],"disorder":[17],"(MDD)":[18],"and":[19,63,103,114,130,154,161,164,173,183,211,259,269,282,286,293],"non-depressed":[20],"healthy":[21],"volunteers":[22],"(HV)":[23],"at":[24,34,55,59],"the":[25,35,110,123,137,146,159,167,171,178,201,205,215,232,302],"group-level,":[26],"but":[27,82],"its":[28],"diagnostic":[29,313],"potential":[30,74],"for":[31,96],"detecting":[32],"differences":[33],"individual":[36],"level":[37],"yet":[39],"be":[41,79,309],"realized.":[42],"EEGs":[44,98],"produce":[45],"complex":[46],"data":[47,93,180],"sets":[48],"derived":[49],"from":[50,247,255],"digitally":[51],"analyzed":[52,195,204,230],"electrical":[53],"activity":[54],"different":[56,65],"frequency":[57,197,228],"bands,":[58],"multiple":[60],"electrode":[61],"locations,":[62],"under":[64],"vigilance":[66],"(eyes":[67],"open":[68],"vs.":[69,239],"closed)":[70],"states,":[71],"resulting":[72],"in":[73,315],"feature":[75,128],"patterns":[76,156],"which":[77],"may":[78],"diagnostically":[80],"useful,":[81],"detectable":[83],"only":[84],"advanced":[86],"mathematical":[87],"models.":[88],"This":[89,106],"paper":[90],"uses":[91],"a":[92,126,277,283,310],"mining":[94],"methodology":[95],"classifying":[97],"of":[99,181,188,209,218,241,266,274,279,291],"53":[100],"MDD":[101,182,257],"43":[104],"HVs.":[105],"included:":[107],"(a)":[108],"pre-processing":[109],"data,":[111],"including":[112],"cleaning":[113],"normalization,":[115],"applying":[116,131],"Linear":[117],"Discriminant":[118],"Analysis":[119],"(LDA)":[120],"map":[122],"features":[124,220],"into":[125],"new":[127],"space;":[129],"Genetic":[132],"Algorithm":[133],"(GA)":[134],"identify":[136],"most":[138],"significant":[139],"features;":[140,163],"(b)":[141],"building":[142],"predictive":[143,288],"models":[144,168],"using":[145],"Decision":[147],"Tree":[148],"(DT)":[149],"algorithm":[150],"discover":[152],"rules":[153],"hidden":[155],"based":[157,169],"on":[158,170,177],"reduced":[160,214],"mapped":[162],"(c)":[165],"evaluating":[166],"accuracy":[172,237,265],"false":[174],"positive":[175,284],"values":[176],"EEG":[179,253,305],"HV":[184,261],"participants.":[185],"Two":[186],"categories":[187],"experiments":[189],"were":[190],"performed.":[191],"The":[192,244],"first":[193],"experiment":[194,203],"each":[196],"band":[198],"individually,":[199],"while":[200],"second":[202],"bands":[206,229],"together.":[207],"Application":[208],"LDA":[210],"GA":[212],"markedly":[213],"total":[216],"number":[217],"utilized":[219],"by":[221],"\u2265":[222],"50":[223],"%":[224,268],"and,":[225],"all":[227],"together,":[231],"model":[233,248],"showed":[234,270],"average":[235,272],"classification":[236],"(MDD":[238],"HV)":[240],"80":[242,267],"%.":[243],"best":[245],"results":[246],"testing":[249],"additional":[251],"test":[252],"recordings":[254],"9":[256],"35":[260],"individuals":[262],"demonstrated":[263],"an":[264,271],"sensitivity":[273],"70":[275],"%,":[276,281,295],"specificity":[278],"76":[280],"(PPV)":[285],"negative":[287],"value":[289],"(NPV)":[290],"74":[292],"75":[294],"respectively.":[296],"These":[297],"initial":[298],"findings":[299],"suggest":[300],"proposed":[303],"automated":[304],"analytical":[306],"approach":[307,314],"could":[308],"useful":[311],"adjunctive":[312],"clinical":[316],"practice.":[317]},"abstract_inverted_index_v3":null,"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W2208039604","counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":15},{"year":2023,"cited_by_count":19},{"year":2022,"cited_by_count":16},{"year":2021,"cited_by_count":13},{"year":2020,"cited_by_count":9},{"year":2019,"cited_by_count":11},{"year":2018,"cited_by_count":9},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":1}],"updated_date":"2025-04-17T03:42:44.676092","created_date":"2016-06-24"}