{"id":"https://openalex.org/W2887828696","doi":"https://doi.org/10.3389/fnhum.2018.00327","title":"Recognizing Frustration of Drivers From Face Video Recordings and Brain Activation Measurements With Functional Near-Infrared Spectroscopy","display_name":"Recognizing Frustration of Drivers From Face Video Recordings and Brain Activation Measurements With Functional Near-Infrared Spectroscopy","publication_year":2018,"publication_date":"2018-08-17","ids":{"openalex":"https://openalex.org/W2887828696","doi":"https://doi.org/10.3389/fnhum.2018.00327","mag":"2887828696","pmid":"https://pubmed.ncbi.nlm.nih.gov/30177876","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/6109683"},"language":"en","primary_location":{"id":"doi:10.3389/fnhum.2018.00327","doi":"https://doi.org/10.3389/fnhum.2018.00327","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fnhum.2018.00327","pdf_url":"https://www.frontiersin.org/articles/10.3389/fnhum.2018.00327/pdf","source":{"id":"https://openalex.org/S146364893","display_name":"Frontiers in Human Neuroscience","issn_l":"1662-5161","issn":["1662-5161"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","norway-1","poland-100","russia-white-list-1","vabb-shw"],"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 Human Neuroscience","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.frontiersin.org/articles/10.3389/fnhum.2018.00327/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5046734981","display_name":"Klas Arne Ihme","orcid":"https://orcid.org/0000-0002-7911-3512","observed_orcids":["https://orcid.org/0000-0002-7911-3512"]},"institutions":[{"id":"https://openalex.org/I2898391981","display_name":"Deutsches Zentrum f\u00fcr Luft- und Raumfahrt e. V. (DLR)","ror":"https://ror.org/04bwf3e34","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I2898391981"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Klas Ihme","raw_affiliation_strings":["Department of Human Factors, Institute of Transportation Systems, German Aerospace Center (DLR), Braunschweig, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Human Factors, Institute of Transportation Systems, German Aerospace Center (DLR), Braunschweig, Germany","institution_ids":["https://openalex.org/I2898391981"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053016558","display_name":"Anirudh Unni","orcid":"https://orcid.org/0000-0002-5458-7412","observed_orcids":["https://orcid.org/0000-0002-5458-7412"]},"institutions":[{"id":"https://openalex.org/I129877168","display_name":"Carl von Ossietzky Universit\u00e4t Oldenburg","ror":"https://ror.org/033n9gh91","country_code":"DE","type":"education","lineage":["https://openalex.org/I129877168"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Anirudh Unni","raw_affiliation_strings":["Department of Psychology, University of Oldenburg, Oldenburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychology, University of Oldenburg, Oldenburg, Germany","institution_ids":["https://openalex.org/I129877168"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109452462","display_name":"Meng Zhang","orcid":"https://orcid.org/0000-0002-6238-4148","observed_orcids":["https://orcid.org/0000-0002-6238-4148"]},"institutions":[{"id":"https://openalex.org/I2898391981","display_name":"Deutsches Zentrum f\u00fcr Luft- und Raumfahrt e. V. (DLR)","ror":"https://ror.org/04bwf3e34","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I2898391981"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Meng Zhang","raw_affiliation_strings":["Department of Human Factors, Institute of Transportation Systems, German Aerospace Center (DLR), Braunschweig, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Human Factors, Institute of Transportation Systems, German Aerospace Center (DLR), Braunschweig, Germany","institution_ids":["https://openalex.org/I2898391981"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089873821","display_name":"Jochem W. Rieger","orcid":"https://orcid.org/0000-0003-0955-2306","observed_orcids":["https://orcid.org/0000-0003-0955-2306"]},"institutions":[{"id":"https://openalex.org/I129877168","display_name":"Carl von Ossietzky Universit\u00e4t Oldenburg","ror":"https://ror.org/033n9gh91","country_code":"DE","type":"education","lineage":["https://openalex.org/I129877168"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jochem W. Rieger","raw_affiliation_strings":["Department of Psychology, University of Oldenburg, Oldenburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychology, University of Oldenburg, Oldenburg, Germany","institution_ids":["https://openalex.org/I129877168"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000077401","display_name":"Meike Jipp","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I2898391981","display_name":"Deutsches Zentrum f\u00fcr Luft- und Raumfahrt e. V. (DLR)","ror":"https://ror.org/04bwf3e34","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I2898391981"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Meike Jipp","raw_affiliation_strings":["Department of Human Factors, Institute of Transportation Systems, German Aerospace Center (DLR), Braunschweig, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Human Factors, Institute of Transportation Systems, German Aerospace Center (DLR), Braunschweig, Germany","institution_ids":["https://openalex.org/I2898391981"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5046734981"],"corresponding_institution_ids":["https://openalex.org/I2898391981"],"apc_list":{"value":3150,"currency":"CHF","value_usd":3801},"apc_paid":{"value":3150,"currency":"CHF","value_usd":3801},"fwci":7.8589,"has_fulltext":true,"cited_by_count":55,"citation_normalized_percentile":{"value":0.97377208,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"12","issue":null,"first_page":"327","last_page":"327"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.8090999722480774,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.8090999722480774,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10525","display_name":"Human-Automation Interaction and Safety","score":0.16670000553131104,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10370","display_name":"Traffic and Road Safety","score":0.004399999976158142,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/driver-frustration","display_name":"driver frustration","score":0.9760000109672546},{"id":"https://openalex.org/keywords/facial-expressions","display_name":"facial expressions","score":0.7170000076293945},{"id":"https://openalex.org/keywords/functional-near-infrared-spectroscopy","display_name":"functional near-infrared spectroscopy","score":0.9559999704360962},{"id":"https://openalex.org/keywords/cortical-activation","display_name":"cortical activation","score":0.8370000123977661},{"id":"https://openalex.org/keywords/driving-simulator","display_name":"driving simulator","score":0.7120000123977661},{"id":"https://openalex.org/keywords/driver-state-detection","display_name":"driver state detection","score":0.6610000133514404},{"id":"https://openalex.org/keywords/inferior-frontal-cortex","display_name":"inferior frontal cortex","score":0.7549999952316284},{"id":"https://openalex.org/keywords/road-safety","display_name":"road safety","score":0.5720000267028809},{"id":"https://openalex.org/keywords/driver-emotion-recognition","display_name":"driver emotion recognition","score":0.3059999942779541}],"concepts":[{"id":"https://openalex.org/C38710091","wikidata":"https://www.wikidata.org/wiki/Q192242","display_name":"Frustration","level":2,"score":0.9117625951766968},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5923428535461426},{"id":"https://openalex.org/C130796691","wikidata":"https://www.wikidata.org/wiki/Q750537","display_name":"Functional near-infrared spectroscopy","level":4,"score":0.534186601638794},{"id":"https://openalex.org/C195704467","wikidata":"https://www.wikidata.org/wiki/Q327968","display_name":"Facial expression","level":2,"score":0.46726077795028687},{"id":"https://openalex.org/C2781162219","wikidata":"https://www.wikidata.org/wiki/Q26250693","display_name":"Replicate","level":2,"score":0.4635222852230072},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.4197034537792206},{"id":"https://openalex.org/C2780689630","wikidata":"https://www.wikidata.org/wiki/Q2081815","display_name":"Driving simulator","level":2,"score":0.4111972451210022},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.3307185769081116},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.28369495272636414},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.28236258029937744},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.2741433382034302},{"id":"https://openalex.org/C46312422","wikidata":"https://www.wikidata.org/wiki/Q11024","display_name":"Communication","level":1,"score":0.24735519289970398},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.19396045804023743},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.14222514629364014},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08174881339073181},{"id":"https://openalex.org/C2781195155","wikidata":"https://www.wikidata.org/wiki/Q18680","display_name":"Prefrontal cortex","level":3,"score":0.0785532295703888},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.3389/fnhum.2018.00327","doi":"https://doi.org/10.3389/fnhum.2018.00327","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fnhum.2018.00327","pdf_url":"https://www.frontiersin.org/articles/10.3389/fnhum.2018.00327/pdf","source":{"id":"https://openalex.org/S146364893","display_name":"Frontiers in Human Neuroscience","issn_l":"1662-5161","issn":["1662-5161"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","norway-1","poland-100","russia-white-list-1","vabb-shw"],"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 Human Neuroscience","raw_type":"journal-article"},{"id":"pmh:oai:europepmc.org:5072579","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/6109683","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,"listed_in":[],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":null,"raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:6109683","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/6109683","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_core":false,"listed_in":[],"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Front Hum Neurosci","raw_type":"Text"},{"id":"pmid:30177876","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/30177876","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,"listed_in":[],"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 human neuroscience","raw_type":"Journal Article"},{"id":"pmh:oai:elib.dlr.de:117957","doi":null,"is_oa":true,"landing_page_url":"https://doi.org/10.3389/fnhum.2018.00327>.","pdf_url":"https://elib.dlr.de/117957/1/IHme_2018_FrontiersInHumNeuroscience.pdf","source":{"id":"https://openalex.org/S4377196266","display_name":"elib (German Aerospace Center)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2898391981","host_organization_name":"Deutsches Zentrum f\u00fcr Luft- und Raumfahrt e. V. (DLR)","host_organization_lineage":["https://openalex.org/I2898391981"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Zeitschriftenbeitrag"},{"id":"pmh:oai:doaj.org/article:be51fa774d73425a9093a3301a6dba7a","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/be51fa774d73425a9093a3301a6dba7a","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,"listed_in":[],"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 Human Neuroscience, Vol 12 (2018)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3389/fnhum.2018.00327","doi":"https://doi.org/10.3389/fnhum.2018.00327","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fnhum.2018.00327","pdf_url":"https://www.frontiersin.org/articles/10.3389/fnhum.2018.00327/pdf","source":{"id":"https://openalex.org/S146364893","display_name":"Frontiers in Human Neuroscience","issn_l":"1662-5161","issn":["1662-5161"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","norway-1","poland-100","russia-white-list-1","vabb-shw"],"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 Human Neuroscience","raw_type":"journal-article"},"sustainable_development_goals":[],"sustainable_development_goals_aurora":[{"score":0.6399999856948853,"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G732776133","display_name":null,"funder_award_id":"RI1511/2-1","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"}],"funders":[{"id":"https://openalex.org/F4320313139","display_name":"Nieders\u00e4chsische Ministerium f\u00fcr Wissenschaft und Kultur","ror":"https://ror.org/0116z8r77"},{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"},{"id":"https://openalex.org/F4320320882","display_name":"Volkswagen Foundation","ror":"https://ror.org/03bsmfz84"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2887828696.pdf","grobid_xml":"https://content.openalex.org/works/W2887828696.grobid-xml"},"referenced_works_count":70,"referenced_works":["https://openalex.org/W31413611","https://openalex.org/W607505555","https://openalex.org/W1516288603","https://openalex.org/W1546320125","https://openalex.org/W1554944419","https://openalex.org/W1571620383","https://openalex.org/W1590012886","https://openalex.org/W1739306637","https://openalex.org/W1892190109","https://openalex.org/W1951724000","https://openalex.org/W1967193415","https://openalex.org/W1971761748","https://openalex.org/W1984051795","https://openalex.org/W1989862374","https://openalex.org/W1992529560","https://openalex.org/W2006192553","https://openalex.org/W2006217447","https://openalex.org/W2007814567","https://openalex.org/W2010329128","https://openalex.org/W2014166825","https://openalex.org/W2025564775","https://openalex.org/W2029952870","https://openalex.org/W2034009865","https://openalex.org/W2042037180","https://openalex.org/W2053356496","https://openalex.org/W2053963261","https://openalex.org/W2058815839","https://openalex.org/W2069305915","https://openalex.org/W2070353225","https://openalex.org/W2074100446","https://openalex.org/W2077898435","https://openalex.org/W2079386490","https://openalex.org/W2088936434","https://openalex.org/W2090242791","https://openalex.org/W2091828766","https://openalex.org/W2102748276","https://openalex.org/W2102771656","https://openalex.org/W2102998034","https://openalex.org/W2103943262","https://openalex.org/W2107309926","https://openalex.org/W2107521677","https://openalex.org/W2108329838","https://openalex.org/W2117866167","https://openalex.org/W2122528367","https://openalex.org/W2122669477","https://openalex.org/W2126409412","https://openalex.org/W2146355175","https://openalex.org/W2149628368","https://openalex.org/W2155396513","https://openalex.org/W2155885544","https://openalex.org/W2157289187","https://openalex.org/W2165940408","https://openalex.org/W2167298807","https://openalex.org/W2167557160","https://openalex.org/W2184502555","https://openalex.org/W2268421884","https://openalex.org/W2270352731","https://openalex.org/W2272675656","https://openalex.org/W2332309863","https://openalex.org/W2333503116","https://openalex.org/W2465657778","https://openalex.org/W2546309605","https://openalex.org/W2552381529","https://openalex.org/W2597232432","https://openalex.org/W2608445072","https://openalex.org/W2749357784","https://openalex.org/W2787894218","https://openalex.org/W3140428646","https://openalex.org/W4234372245","https://openalex.org/W4243733441"],"related_works":["https://openalex.org/W2608006894","https://openalex.org/W2802427277","https://openalex.org/W2538712413","https://openalex.org/W2214667534","https://openalex.org/W3041204907","https://openalex.org/W2515471209","https://openalex.org/W4327989177","https://openalex.org/W6886003284","https://openalex.org/W7124364135","https://openalex.org/W3088461558"],"abstract_inverted_index":{"Experiencing":[0],"frustration":[1,26,41,74,232,269],"while":[2,84,170],"driving":[3,16,59,85,176,195,207,245],"can":[4,116,233,251],"harm":[5],"cognitive":[6],"processing,":[7],"result":[8],"in":[9,75,90,145,214,242],"aggressive":[10],"behavior":[11],"and":[12,18,32,42,50,174,193,220,228,263,270],"hence":[13],"negatively":[14],"influence":[15],"performance":[17],"traffic":[19],"safety.":[20],"Being":[21],"able":[22],"to":[23,35,38,68,142,183,189,273],"automatically":[24],"detect":[25,267],"would":[27],"allow":[28],"adaptive":[29,260],"driver":[30,239,261,268],"assistance":[31,262],"automation":[33,264],"systems":[34,265],"adequately":[36],"react":[37,272],"a":[39],"driver's":[40,54,81],"mitigate":[43,274],"potential":[44],"negative":[45],"consequences.":[46],"To":[47],"identify":[48],"reliable":[49],"valid":[51],"indicators":[52],"of":[53,79,102,124,133,200,231],"frustration,":[55],"we":[56,66,159],"conducted":[57],"two":[58],"simulator":[60,88,177],"experiments.":[61],"In":[62,155],"the":[63,80,134,146,156,184,215],"first":[64],"experiment,":[65,158],"aimed":[67],"reveal":[69],"facial":[70,103,135,227],"expressions":[71,104,136],"that":[72,112,138,226,266],"indicate":[73],"continuous":[76],"video":[77],"recordings":[78],"face":[82],"taken":[83],"highly":[86],"realistic":[87,244],"scenarios":[89],"which":[91],"frustrated":[92,113,139,192],"or":[93],"non-frustrated":[94,120,194],"emotional":[95],"states":[96],"were":[97,209],"experienced.":[98],"An":[99],"automated":[100],"analysis":[101,132],"combined":[105],"with":[106,122,163,197],"multivariate":[107],"logistic":[108,180],"regression":[109,181],"classification":[110],"revealed":[111,137],"time":[114,237],"intervals":[115,196,208],"be":[117,234,253],"discriminated":[118],"from":[119],"ones":[121],"accuracy":[123,199],"62.0%":[125],"(mean":[126,202],"over":[127,203],"30":[128],"participants).":[129,205],"A":[130],"further":[131],"drivers":[140],"tend":[141],"activate":[143],"muscles":[144],"mouth":[147],"region":[148],"(chin":[149],"raiser,":[150],"lip":[151,153],"pucker,":[152],"pressor).":[154],"second":[157],"measured":[160],"cortical":[161,229],"activation":[162,213],"almost":[164],"whole-head":[165],"functional":[166],"near-infrared":[167],"spectroscopy":[168],"(fNIRS)":[169],"participants":[171],"experienced":[172],"frustrating":[173],"non-frustrating":[175],"scenarios.":[178],"Multivariate":[179],"applied":[182],"fNIRS":[185],"measurements":[186],"allowed":[187],"us":[188],"discriminate":[190],"between":[191],"higher":[198],"78.1%":[201],"12":[204],"Frustrated":[206],"indicated":[210],"by":[211],"increased":[212],"inferior":[216],"frontal,":[217],"putative":[218],"premotor":[219],"occipito-temporal":[221],"cortices.":[222],"Our":[223],"results":[224],"show":[225],"markers":[230,248],"informative":[235],"for":[236,258],"resolved":[238],"state":[240],"identification":[241],"complex":[243],"situations.":[246],"The":[247],"derived":[249],"here":[250],"potentially":[252],"used":[254],"as":[255],"an":[256],"input":[257],"future":[259],"adaptively":[271],"it.":[275]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":13},{"year":2021,"cited_by_count":12},{"year":2020,"cited_by_count":6},{"year":2019,"cited_by_count":6}],"updated_date":"2026-10-28T10:33:24.094632","created_date":"2018-08-22T00:00:00"}
