{"id":"https://openalex.org/W4313908167","doi":"https://doi.org/10.1177/00187208221143855","title":"How Can the Trust-Change Direction be Measured and Identified During Takeover Transitions in Conditionally Automated Driving? Using Physiological Responses and Takeover-Related Factors","display_name":"How Can the Trust-Change Direction be Measured and Identified During Takeover Transitions in Conditionally Automated Driving? Using Physiological Responses and Takeover-Related Factors","publication_year":2023,"publication_date":"2023-01-10","ids":{"openalex":"https://openalex.org/W4313908167","doi":"https://doi.org/10.1177/00187208221143855","pmid":"https://pubmed.ncbi.nlm.nih.gov/36625335"},"language":"en","primary_location":{"id":"doi:10.1177/00187208221143855","is_oa":false,"landing_page_url":"https://doi.org/10.1177/00187208221143855","pdf_url":null,"source":{"id":"https://openalex.org/S83386566","display_name":"Human Factors The Journal of the Human Factors and Ergonomics Society","issn_l":"0018-7208","issn":["0018-7208","1547-8181"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Human Factors: The Journal of the Human Factors and Ergonomics Society","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5080125153","display_name":"Binlin Yi","orcid":null},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Binlin Yi","raw_affiliation_strings":["Hunan University, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038338684","display_name":"Haotian Cao","orcid":"https://orcid.org/0000-0001-5905-4116"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haotian Cao","raw_affiliation_strings":["Hunan University, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036616000","display_name":"Xiaolin Song","orcid":"https://orcid.org/0000-0003-4625-2687"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiaolin Song","raw_affiliation_strings":["Hunan University, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100436368","display_name":"Jianqiang Wang","orcid":"https://orcid.org/0000-0003-4363-6108"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianqiang Wang","raw_affiliation_strings":["Tsinghua University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042664128","display_name":"Song Zhao","orcid":"https://orcid.org/0000-0001-6453-9214"},"institutions":[{"id":"https://openalex.org/I151746483","display_name":"University of Waterloo","ror":"https://ror.org/01aff2v68","country_code":"CA","type":"education","lineage":["https://openalex.org/I151746483"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Song Zhao","raw_affiliation_strings":["University of Waterloo, Waterloo, ON, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Waterloo, Waterloo, ON, Canada","institution_ids":["https://openalex.org/I151746483"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104128329","display_name":"Wenfeng Guo","orcid":"https://orcid.org/0009-0003-7704-0334"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenfeng Guo","raw_affiliation_strings":["Hunan University, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5031991761","display_name":"Dongpu Cao","orcid":"https://orcid.org/0000-0001-7929-4336"},"institutions":[{"id":"https://openalex.org/I151746483","display_name":"University of Waterloo","ror":"https://ror.org/01aff2v68","country_code":"CA","type":"education","lineage":["https://openalex.org/I151746483"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Dongpu Cao","raw_affiliation_strings":["University of Waterloo, Waterloo, ON, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Waterloo, Waterloo, ON, Canada","institution_ids":["https://openalex.org/I151746483"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5036616000"],"corresponding_institution_ids":["https://openalex.org/I16609230"],"apc_list":null,"apc_paid":null,"fwci":6.6506,"has_fulltext":false,"cited_by_count":25,"citation_normalized_percentile":{"value":0.9711182,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"66","issue":"4","first_page":"1276","last_page":"1301"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10525","display_name":"Human-Automation Interaction and Safety","score":0.9776999950408936,"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"}},"topics":[{"id":"https://openalex.org/T10525","display_name":"Human-Automation Interaction and Safety","score":0.9776999950408936,"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":0.0026000000070780516,"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"}},{"id":"https://openalex.org/T11542","display_name":"Behavioral Health and Interventions","score":0.0019000000320374966,"subfield":{"id":"https://openalex.org/subfields/3202","display_name":"Applied Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/skin-conductance","display_name":"Skin conductance","score":0.5694444179534912},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5464457869529724},{"id":"https://openalex.org/keywords/measure","display_name":"Measure (data warehouse)","score":0.46298375725746155},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.44960078597068787},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3432372510433197},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3246055841445923},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.19440636038780212},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1487646996974945}],"concepts":[{"id":"https://openalex.org/C111902132","wikidata":"https://www.wikidata.org/wiki/Q1326834","display_name":"Skin conductance","level":2,"score":0.5694444179534912},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5464457869529724},{"id":"https://openalex.org/C2780009758","wikidata":"https://www.wikidata.org/wiki/Q6804172","display_name":"Measure (data warehouse)","level":2,"score":0.46298375725746155},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.44960078597068787},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3432372510433197},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3246055841445923},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.19440636038780212},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1487646996974945},{"id":"https://openalex.org/C136229726","wikidata":"https://www.wikidata.org/wiki/Q327092","display_name":"Biomedical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000063","descriptor_name":"Accidents, Traffic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000063","descriptor_name":"Accidents, Traffic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000063","descriptor_name":"Accidents, Traffic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000063","descriptor_name":"Accidents, Traffic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001331","descriptor_name":"Automation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001331","descriptor_name":"Automation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001331","descriptor_name":"Automation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001331","descriptor_name":"Automation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001334","descriptor_name":"Automobile Driving","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001334","descriptor_name":"Automobile Driving","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001334","descriptor_name":"Automobile Driving","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001334","descriptor_name":"Automobile Driving","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006339","descriptor_name":"Heart Rate","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006339","descriptor_name":"Heart Rate","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006339","descriptor_name":"Heart Rate","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006339","descriptor_name":"Heart Rate","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011930","descriptor_name":"Reaction Time","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D011930","descriptor_name":"Reaction Time","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D011930","descriptor_name":"Reaction Time","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D011930","descriptor_name":"Reaction Time","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D012107","descriptor_name":"Research Design","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012107","descriptor_name":"Research Design","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012107","descriptor_name":"Research Design","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012107","descriptor_name":"Research Design","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D035502","descriptor_name":"Trust","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D035502","descriptor_name":"Trust","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D035502","descriptor_name":"Trust","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D035502","descriptor_name":"Trust","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1177/00187208221143855","is_oa":false,"landing_page_url":"https://doi.org/10.1177/00187208221143855","pdf_url":null,"source":{"id":"https://openalex.org/S83386566","display_name":"Human Factors The Journal of the Human Factors and Ergonomics Society","issn_l":"0018-7208","issn":["0018-7208","1547-8181"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Human Factors: The Journal of the Human Factors and Ergonomics Society","raw_type":"journal-article"},{"id":"pmid:36625335","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36625335","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":"Human factors","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3281380803","display_name":null,"funder_award_id":"2021JJ30121","funder_id":"https://openalex.org/F4320322843","funder_display_name":"Natural Science Foundation of\u00a0Hunan Province"},{"id":"https://openalex.org/G4283163558","display_name":null,"funder_award_id":"51,975,194","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322843","display_name":"Natural Science Foundation of\u00a0Hunan Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":64,"referenced_works":["https://openalex.org/W90027744","https://openalex.org/W151058551","https://openalex.org/W316935178","https://openalex.org/W1935248124","https://openalex.org/W1964940342","https://openalex.org/W1967641825","https://openalex.org/W1972997465","https://openalex.org/W2040832728","https://openalex.org/W2040895929","https://openalex.org/W2044140042","https://openalex.org/W2048326078","https://openalex.org/W2053566464","https://openalex.org/W2061899564","https://openalex.org/W2078684842","https://openalex.org/W2080898270","https://openalex.org/W2083024430","https://openalex.org/W2095953405","https://openalex.org/W2110171129","https://openalex.org/W2121226869","https://openalex.org/W2143074722","https://openalex.org/W2171801645","https://openalex.org/W2177194390","https://openalex.org/W2286247980","https://openalex.org/W2301212998","https://openalex.org/W2319663855","https://openalex.org/W2560274474","https://openalex.org/W2650216849","https://openalex.org/W2744943028","https://openalex.org/W2745561828","https://openalex.org/W2747470660","https://openalex.org/W2765613895","https://openalex.org/W2770450151","https://openalex.org/W2778725087","https://openalex.org/W2780414687","https://openalex.org/W2802301334","https://openalex.org/W2811095268","https://openalex.org/W2890107112","https://openalex.org/W2891394872","https://openalex.org/W2902070640","https://openalex.org/W2911730795","https://openalex.org/W2911964244","https://openalex.org/W2920919283","https://openalex.org/W2941513864","https://openalex.org/W2949568807","https://openalex.org/W2950242191","https://openalex.org/W2953416276","https://openalex.org/W2960860747","https://openalex.org/W2967564727","https://openalex.org/W2972942105","https://openalex.org/W2973456219","https://openalex.org/W3005933620","https://openalex.org/W3084633508","https://openalex.org/W3095669736","https://openalex.org/W3118296095","https://openalex.org/W3118767882","https://openalex.org/W3124080842","https://openalex.org/W3206297794","https://openalex.org/W4210479635","https://openalex.org/W4236133481","https://openalex.org/W4236137412","https://openalex.org/W4238861725","https://openalex.org/W4243624667","https://openalex.org/W4245055982","https://openalex.org/W4245383073"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W4327518326","https://openalex.org/W2141696378","https://openalex.org/W3167332943","https://openalex.org/W2013850956","https://openalex.org/W4255837520","https://openalex.org/W2075530399","https://openalex.org/W1995211429","https://openalex.org/W105289849"],"abstract_inverted_index":{"OBJECTIVE:":[0],"This":[1],"paper":[2],"proposes":[3],"an":[4,93],"objective":[5],"method":[6],"to":[7,41,108,176,241],"measure":[8,143],"and":[9,38,50,74,82,97,121,134,138,159,193,217,246],"identify":[10,223],"trust-change":[11,83,113,144,169,224],"directions":[12,84,114,145,225],"during":[13,85,115,146,162,179,226],"takeover":[14,66,140,191],"transitions":[15],"(TTs)":[16],"in":[17,30,56,62,68,129,184,248],"conditionally":[18,31,45,249],"automated":[19,32],"vehicles":[20],"(AVs).":[21],"BACKGROUND:":[22],"Takeover":[23],"requests":[24],"(TORs)":[25],"will":[26],"be":[27],"recurring":[28],"events":[29,67],"driving":[33,70],"that":[34,153],"could":[35],"undermine":[36],"trust,":[37],"then":[39],"lead":[40,187],"inappropriate":[42],"reliance":[43],"on":[44,118],"AVs,":[46],"such":[47],"as":[48],"misuse":[49],"disuse.":[51],"METHOD:":[52],"34":[53],"drivers":[54,172],"engaged":[55],"the":[57,90,126,130,168,196,202,205,218],"non-driving-related":[58],"task":[59],"were":[60,87,106,173,183],"involved":[61],"a":[63,69],"sequence":[64],"of":[65,92,112,204],"simulator.":[71],"The":[72,148,214],"relationships":[73],"effects":[75],"between":[76],"drivers'":[77,244],"physiological":[78,122,154],"responses,":[79],"takeover-related":[80,119],"factors,":[81],"TTs":[86,116,163,180,227],"explored":[88],"by":[89],"combination":[91],"unsupervised":[94],"learning":[95,104],"algorithm":[96],"statistical":[98,149],"analyses.":[99],"Furthermore,":[100],"different":[101],"typical":[102],"machine":[103],"methods":[105],"applied":[107],"establish":[109],"recognition":[110],"models":[111],"based":[117],"factors":[120],"parameters.":[123],"RESULT:":[124],"Combining":[125],"change":[127],"values":[128],"subjective":[131],"trust":[132,178,238],"rating":[133],"monitoring":[135,239],"behavior":[136],"before":[137],"after":[139],"can":[141,222,232],"reliably":[142],"TTs.":[147],"analysis":[150],"results":[151],"showed":[152],"parameters":[155],"(i.e.,":[156],"skin":[157],"conductance":[158],"heart":[160],"rate)":[161],"are":[164],"negatively":[165],"linked":[166],"with":[167,189,195],"directions.":[170],"And":[171],"more":[174,190],"likely":[175],"increase":[177],"when":[181],"they":[182],"longer":[185],"TOR":[186],"time,":[188],"frequencies,":[192],"dealing":[194],"stationary":[197],"vehicle":[198],"scenario.":[199],"More":[200],"importantly,":[201],"F1-score":[203],"random":[206],"forest":[207],"(RF)":[208],"model":[209,220],"is":[210],"nearly":[211],"77.3%.":[212],"CONCLUSION:":[213],"features":[215],"investigated":[216],"RF":[219],"developed":[221],"accurately.":[228],"APPLICATION:":[229],"Those":[230],"findings":[231],"provide":[233],"additional":[234],"support":[235],"for":[236],"developing":[237],"systems":[240],"mitigate":[242],"both":[243],"overtrust":[245],"undertrust":[247],"AVs.":[250]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":4}],"updated_date":"2026-08-01T09:00:35.917206","created_date":"2025-10-10T00:00:00"}
