{"id":"https://openalex.org/W4400911618","doi":"https://doi.org/10.1016/j.csi.2024.103896","title":"Specific feature selection in wearable EEG-based transducers for monitoring high cognitive load in neurosurgeons","display_name":"Specific feature selection in wearable EEG-based transducers for monitoring high cognitive load in neurosurgeons","publication_year":2024,"publication_date":"2024-07-23","ids":{"openalex":"https://openalex.org/W4400911618","doi":"https://doi.org/10.1016/j.csi.2024.103896"},"language":"en","primary_location":{"id":"doi:10.1016/j.csi.2024.103896","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.csi.2024.103896","pdf_url":null,"source":{"id":"https://openalex.org/S119630662","display_name":"Computer Standards & Interfaces","issn_l":"0920-5489","issn":["0920-5489","1872-7018"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Standards & Interfaces","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1016/j.csi.2024.103896","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5070660716","display_name":"Pasquale Arpa\u00efa","orcid":"https://orcid.org/0000-0002-5192-5922"},"institutions":[{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Pasquale Arpaia","raw_affiliation_strings":["Dep. of Electrical Engineering and Information Technology (DIETI), University of Naples Federico II, Naples, Italy"],"affiliations":[{"raw_affiliation_string":"Dep. of Electrical Engineering and Information Technology (DIETI), University of Naples Federico II, Naples, Italy","institution_ids":["https://openalex.org/I71267560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089882405","display_name":"Mirco Frosolone","orcid":"https://orcid.org/0000-0003-4565-2769"},"institutions":[{"id":"https://openalex.org/I4210166865","display_name":"Institute of Cognitive Sciences and Technologies","ror":"https://ror.org/05w9g2j85","country_code":"IT","type":"facility","lineage":["https://openalex.org/I4210155236","https://openalex.org/I4210166865"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Mirco Frosolone","raw_affiliation_strings":["Istituto di Scienze e Tecnologie della Cognizione del CNR, Roma, Italy"],"affiliations":[{"raw_affiliation_string":"Istituto di Scienze e Tecnologie della Cognizione del CNR, Roma, Italy","institution_ids":["https://openalex.org/I4210166865"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103275987","display_name":"Ludovica Gargiulo","orcid":"https://orcid.org/0000-0002-3305-2515"},"institutions":[{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Ludovica Gargiulo","raw_affiliation_strings":["Dep. of Electrical Engineering and Information Technology (DIETI), University of Naples Federico II, Naples, Italy"],"affiliations":[{"raw_affiliation_string":"Dep. of Electrical Engineering and Information Technology (DIETI), University of Naples Federico II, Naples, Italy","institution_ids":["https://openalex.org/I71267560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026061024","display_name":"Nicola Moccaldi","orcid":"https://orcid.org/0000-0002-1035-5740"},"institutions":[{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Nicola Moccaldi","raw_affiliation_strings":["Dep. of Electrical Engineering and Information Technology (DIETI), University of Naples Federico II, Naples, Italy"],"affiliations":[{"raw_affiliation_string":"Dep. of Electrical Engineering and Information Technology (DIETI), University of Naples Federico II, Naples, Italy","institution_ids":["https://openalex.org/I71267560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007968543","display_name":"Marco Nalin","orcid":"https://orcid.org/0000-0002-9957-3225"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Marco Nalin","raw_affiliation_strings":["ab medica S.p.A., Cerro Maggiore (MI), Italy"],"affiliations":[{"raw_affiliation_string":"ab medica S.p.A., Cerro Maggiore (MI), Italy","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017273006","display_name":"Alessandro Perin","orcid":"https://orcid.org/0000-0002-6697-9835"},"institutions":[{"id":"https://openalex.org/I4210164485","display_name":"Fondazione IRCCS Istituto Neurologico Carlo Besta","ror":"https://ror.org/05rbx8m02","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210153126","https://openalex.org/I4210164485"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Alessandro Perin","raw_affiliation_strings":["Fondazione IRCCS-IstitutoNeurologico Carlo Besta, Milano (MI), Italy"],"affiliations":[{"raw_affiliation_string":"Fondazione IRCCS-IstitutoNeurologico Carlo Besta, Milano (MI), Italy","institution_ids":["https://openalex.org/I4210164485"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006624900","display_name":"Cosimo Puttilli","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Cosimo Puttilli","raw_affiliation_strings":["ab medica S.p.A., Cerro Maggiore (MI), Italy"],"affiliations":[{"raw_affiliation_string":"ab medica S.p.A., Cerro Maggiore (MI), Italy","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5070660716"],"corresponding_institution_ids":["https://openalex.org/I71267560"],"apc_list":{"value":3000,"currency":"USD","value_usd":3000},"apc_paid":{"value":3000,"currency":"USD","value_usd":3000},"fwci":1.4499,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.80714601,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"92","issue":null,"first_page":"103896","last_page":"103896"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9912999868392944,"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":0.9912999868392944,"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/T11700","display_name":"Hemodynamic Monitoring and Therapy","score":0.9887999892234802,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/T11930","display_name":"Cardiac, Anesthesia and Surgical Outcomes","score":0.9735999703407288,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"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/electroencephalography","display_name":"Electroencephalography","score":0.8527427911758423},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.6958702802658081},{"id":"https://openalex.org/keywords/cognitive-load","display_name":"Cognitive load","score":0.6935860514640808},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.678261399269104},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.5763498544692993},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.5552703738212585},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4927506744861603},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.4512670040130615},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4237707555294037},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3482038974761963},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.17936789989471436},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.1265544295310974},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.11320415139198303}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.8527427911758423},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.6958702802658081},{"id":"https://openalex.org/C61641136","wikidata":"https://www.wikidata.org/wiki/Q1107019","display_name":"Cognitive load","level":3,"score":0.6935860514640808},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.678261399269104},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.5763498544692993},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.5552703738212585},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4927506744861603},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4512670040130615},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4237707555294037},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3482038974761963},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.17936789989471436},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.1265544295310974},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.11320415139198303},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.csi.2024.103896","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.csi.2024.103896","pdf_url":null,"source":{"id":"https://openalex.org/S119630662","display_name":"Computer Standards & Interfaces","issn_l":"0920-5489","issn":["0920-5489","1872-7018"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Standards & Interfaces","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1016/j.csi.2024.103896","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.csi.2024.103896","pdf_url":null,"source":{"id":"https://openalex.org/S119630662","display_name":"Computer Standards & Interfaces","issn_l":"0920-5489","issn":["0920-5489","1872-7018"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Standards & Interfaces","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.4699999988079071,"display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W2027729655","https://openalex.org/W2059915684","https://openalex.org/W2098376277","https://openalex.org/W2104467406","https://openalex.org/W2120457869","https://openalex.org/W2135248331","https://openalex.org/W2145076416","https://openalex.org/W2154997129","https://openalex.org/W2550804871","https://openalex.org/W2565554504","https://openalex.org/W2610184357","https://openalex.org/W2799624673","https://openalex.org/W2807713007","https://openalex.org/W2808889943","https://openalex.org/W2903486342","https://openalex.org/W2914057277","https://openalex.org/W2914160129","https://openalex.org/W2955729148","https://openalex.org/W2965721118","https://openalex.org/W2979326142","https://openalex.org/W3087568973","https://openalex.org/W3095957156","https://openalex.org/W3107529190","https://openalex.org/W3108747700","https://openalex.org/W3137949740","https://openalex.org/W4205604104","https://openalex.org/W4238547035","https://openalex.org/W4241366218","https://openalex.org/W4289860974","https://openalex.org/W4299800467","https://openalex.org/W4310937745","https://openalex.org/W4320033727","https://openalex.org/W4361803452","https://openalex.org/W6639213037","https://openalex.org/W6672556968","https://openalex.org/W6750724147","https://openalex.org/W6755531061","https://openalex.org/W6780198201","https://openalex.org/W6780400679","https://openalex.org/W6801383547","https://openalex.org/W6851390799"],"related_works":["https://openalex.org/W2922348724","https://openalex.org/W200322357","https://openalex.org/W2130428257","https://openalex.org/W4308951944","https://openalex.org/W2057366091","https://openalex.org/W2049513647","https://openalex.org/W2988848585","https://openalex.org/W4233722919","https://openalex.org/W4386564352","https://openalex.org/W2952668426"],"abstract_inverted_index":{"The":[0,110],"electroencephalographic":[1],"(EEG)":[2],"features":[3,52,73,114],"for":[4,54,74,174],"discriminating":[5],"high":[6,177],"and":[7,24,46,64,152,182],"low":[8],"cognitive":[9,41,55,76,117,178],"load":[10,42,56,77,118,179],"associated":[11,78],"with":[12,79,158],"fine":[13,80,107,121],"motor":[14,81,122],"activity":[15,82,123],"in":[16,30,83,149],"neurosurgeons":[17,84,88],"were":[18,89,124],"identified":[19,125],"by":[20,58,92,120,126],"combining":[21],"wearable":[22,171],"transducers":[23],"Machine":[25],"Learning":[26],"(ML).":[27],"To":[28],"date,":[29],"the":[31,33,50,70,100,116,128,145,167],"literature,":[32],"specific":[34,71],"impact":[35],"of":[36,61,94,102,106,115,161,169],"fine-motor":[37],"tasks":[38,62],"on":[39,49,155],"surgeons\u2019":[40],"is":[43],"poorly":[44],"investigated":[45],"studies":[47],"rely":[48],"EEG":[51,72,90,97,113,172],"selected":[53],"induced":[57,119],"other":[59],"types":[60],"(driving":[63],"flight":[65],"contexts).":[66],"In":[67,133],"this":[68],"study,":[69],"detecting":[75],"are":[85],"investigated.":[86],"Six":[87],"monitored":[91],"means":[93],"an":[95,159],"eight-dry-channel":[96],"transducer":[98],"during":[99],"execution":[101],"a":[103],"standardized":[104],"test":[105],"motricity":[108],"assessment.":[109],"most":[111],"informative":[112],"exploiting":[127],"algorithm":[129],"Sequential":[130],"Feature":[131],"Selector.":[132],"particular,":[134],"five":[135],"ML":[136],"classifiers":[137],"maximized":[138],"their":[139],"classification":[140],"accuracy":[141],"having":[142],"as":[143],"input":[144],"relative":[146],"alpha":[147],"power":[148],"Fz,":[150],"O1,":[151],"O2,":[153],"computed":[154],"2-s":[156],"epochs":[157],"overlap":[160],"50":[162],"%.":[163],"These":[164],"results":[165],"demonstrate":[166],"feasibility":[168],"ML-supported":[170],"solutions":[173],"monitoring":[175],"persistent":[176],"over":[180],"time":[181],"alerting":[183],"healthcare":[184],"management.":[185]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}