{"id":"https://openalex.org/W4403962667","doi":"https://doi.org/10.3389/fncom.2024.1475530","title":"Systematic review of cognitive impairment in drivers through mental workload using physiological measures of heart rate variability","display_name":"Systematic review of cognitive impairment in drivers through mental workload using physiological measures of heart rate variability","publication_year":2024,"publication_date":"2024-10-31","ids":{"openalex":"https://openalex.org/W4403962667","doi":"https://doi.org/10.3389/fncom.2024.1475530","pmid":"https://pubmed.ncbi.nlm.nih.gov/39544489"},"language":"en","primary_location":{"id":"doi:10.3389/fncom.2024.1475530","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fncom.2024.1475530","pdf_url":"https://www.frontiersin.org/journals/computational-neuroscience/articles/10.3389/fncom.2024.1475530/pdf","source":{"id":"https://openalex.org/S19778766","display_name":"Frontiers in Computational Neuroscience","issn_l":"1662-5188","issn":["1662-5188"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Computational Neuroscience","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.frontiersin.org/journals/computational-neuroscience/articles/10.3389/fncom.2024.1475530/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5103956505","display_name":"Mansoor Raza","orcid":null},"institutions":[{"id":"https://openalex.org/I82951845","display_name":"RMIT University","ror":"https://ror.org/04ttjf776","country_code":"AU","type":"education","lineage":["https://openalex.org/I82951845"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Mansoor S. Raza","raw_affiliation_strings":["STEM College, RMIT University, Melbourne, VIC, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"STEM College, RMIT University, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I82951845"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031664101","display_name":"Mohsin Murtaza","orcid":"https://orcid.org/0009-0006-4565-0244"},"institutions":[{"id":"https://openalex.org/I82951845","display_name":"RMIT University","ror":"https://ror.org/04ttjf776","country_code":"AU","type":"education","lineage":["https://openalex.org/I82951845"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Mohsin Murtaza","raw_affiliation_strings":["STEM College, RMIT University, Melbourne, VIC, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"STEM College, RMIT University, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I82951845"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049007224","display_name":"Chi\u2010Tsun Cheng","orcid":"https://orcid.org/0000-0003-3306-6148"},"institutions":[{"id":"https://openalex.org/I82951845","display_name":"RMIT University","ror":"https://ror.org/04ttjf776","country_code":"AU","type":"education","lineage":["https://openalex.org/I82951845"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Chi-Tsun Cheng","raw_affiliation_strings":["STEM College, RMIT University, Melbourne, VIC, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"STEM College, RMIT University, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I82951845"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081976403","display_name":"Muhana Magboul Ali Muslam","orcid":"https://orcid.org/0000-0002-0238-4162"},"institutions":[{"id":"https://openalex.org/I240666556","display_name":"Imam Mohammad ibn Saud Islamic University","ror":"https://ror.org/05gxjyb39","country_code":"SA","type":"education","lineage":["https://openalex.org/I240666556"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Muhana M. A. Muslam","raw_affiliation_strings":["Department of Information Technology, College of Computer and Information Sciences, Imam Mohammad Ibn Saud Islamic University (IMSIU), Riyadh, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Technology, College of Computer and Information Sciences, Imam Mohammad Ibn Saud Islamic University (IMSIU), Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I240666556"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5070935387","display_name":"Bader M. Albahlal","orcid":"https://orcid.org/0000-0002-4397-9867"},"institutions":[{"id":"https://openalex.org/I240666556","display_name":"Imam Mohammad ibn Saud Islamic University","ror":"https://ror.org/05gxjyb39","country_code":"SA","type":"education","lineage":["https://openalex.org/I240666556"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Bader M. Albahlal","raw_affiliation_strings":["Department of Information Technology, College of Computer and Information Sciences, Imam Mohammad Ibn Saud Islamic University (IMSIU), Riyadh, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Technology, College of Computer and Information Sciences, Imam Mohammad Ibn Saud Islamic University (IMSIU), Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I240666556"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5103956505"],"corresponding_institution_ids":["https://openalex.org/I82951845"],"apc_list":{"value":2950,"currency":"USD","value_usd":2950},"apc_paid":{"value":2950,"currency":"USD","value_usd":2950},"fwci":4.932,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.95225878,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"18","issue":null,"first_page":"1475530","last_page":"1475530"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10525","display_name":"Human-Automation Interaction and Safety","score":0.9976999759674072,"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":0.9976999759674072,"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/T11373","display_name":"Sleep and Work-Related Fatigue","score":0.9973999857902527,"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/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.9908000230789185,"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/workload","display_name":"Workload","score":0.9363823533058167},{"id":"https://openalex.org/keywords/heart-rate-variability","display_name":"Heart rate variability","score":0.7461942434310913},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.6801772117614746},{"id":"https://openalex.org/keywords/driving-simulator","display_name":"Driving simulator","score":0.45988285541534424},{"id":"https://openalex.org/keywords/applied-psychology","display_name":"Applied psychology","score":0.4567303955554962},{"id":"https://openalex.org/keywords/premise","display_name":"Premise","score":0.45089223980903625},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.43669593334198},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.4306643009185791},{"id":"https://openalex.org/keywords/heart-rate","display_name":"Heart rate","score":0.38654541969299316},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.38501986861228943},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.2848988175392151},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.17274010181427002},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.14248108863830566}],"concepts":[{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.9363823533058167},{"id":"https://openalex.org/C71635504","wikidata":"https://www.wikidata.org/wiki/Q933954","display_name":"Heart rate variability","level":4,"score":0.7461942434310913},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.6801772117614746},{"id":"https://openalex.org/C2780689630","wikidata":"https://www.wikidata.org/wiki/Q2081815","display_name":"Driving simulator","level":2,"score":0.45988285541534424},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.4567303955554962},{"id":"https://openalex.org/C2778023277","wikidata":"https://www.wikidata.org/wiki/Q321703","display_name":"Premise","level":2,"score":0.45089223980903625},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.43669593334198},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.4306643009185791},{"id":"https://openalex.org/C2777953023","wikidata":"https://www.wikidata.org/wiki/Q1073121","display_name":"Heart rate","level":3,"score":0.38654541969299316},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.38501986861228943},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.2848988175392151},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.17274010181427002},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.14248108863830566},{"id":"https://openalex.org/C84393581","wikidata":"https://www.wikidata.org/wiki/Q82642","display_name":"Blood pressure","level":2,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","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":4,"locations":[{"id":"doi:10.3389/fncom.2024.1475530","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fncom.2024.1475530","pdf_url":"https://www.frontiersin.org/journals/computational-neuroscience/articles/10.3389/fncom.2024.1475530/pdf","source":{"id":"https://openalex.org/S19778766","display_name":"Frontiers in Computational Neuroscience","issn_l":"1662-5188","issn":["1662-5188"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Computational Neuroscience","raw_type":"journal-article"},{"id":"pmid:39544489","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39544489","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in computational neuroscience","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:11560442","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11560442","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11560442/pdf/fncom-18-1475530.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Front Comput Neurosci","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:ad2b3562fda448188edb44de8e0bb82d","is_oa":true,"landing_page_url":"https://doaj.org/article/ad2b3562fda448188edb44de8e0bb82d","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Frontiers in Computational Neuroscience, Vol 18 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3389/fncom.2024.1475530","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fncom.2024.1475530","pdf_url":"https://www.frontiersin.org/journals/computational-neuroscience/articles/10.3389/fncom.2024.1475530/pdf","source":{"id":"https://openalex.org/S19778766","display_name":"Frontiers in Computational Neuroscience","issn_l":"1662-5188","issn":["1662-5188"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Computational Neuroscience","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4403962667.pdf","grobid_xml":"https://content.openalex.org/works/W4403962667.grobid-xml"},"referenced_works_count":39,"referenced_works":["https://openalex.org/W647288058","https://openalex.org/W1986693528","https://openalex.org/W2038704458","https://openalex.org/W2103901283","https://openalex.org/W2107998827","https://openalex.org/W2111335329","https://openalex.org/W2329765882","https://openalex.org/W2748895148","https://openalex.org/W2766739124","https://openalex.org/W2790248246","https://openalex.org/W2904274722","https://openalex.org/W2915317031","https://openalex.org/W3013843269","https://openalex.org/W3014841208","https://openalex.org/W3022903699","https://openalex.org/W3027358850","https://openalex.org/W3037195653","https://openalex.org/W3048608986","https://openalex.org/W3084243450","https://openalex.org/W3138107865","https://openalex.org/W3145912648","https://openalex.org/W3209140161","https://openalex.org/W4223971808","https://openalex.org/W4283021061","https://openalex.org/W4284704323","https://openalex.org/W4289528961","https://openalex.org/W4293732288","https://openalex.org/W4296902747","https://openalex.org/W4297423497","https://openalex.org/W4313435162","https://openalex.org/W4321096730","https://openalex.org/W4387222209","https://openalex.org/W4389992102","https://openalex.org/W4392647131","https://openalex.org/W4396905623","https://openalex.org/W6668203906","https://openalex.org/W6734208966","https://openalex.org/W6842251113","https://openalex.org/W6866921429"],"related_works":["https://openalex.org/W590788508","https://openalex.org/W4235873430","https://openalex.org/W2611974471","https://openalex.org/W4313233093","https://openalex.org/W2358082531","https://openalex.org/W2589976903","https://openalex.org/W2335596023","https://openalex.org/W2026719400","https://openalex.org/W2374273535","https://openalex.org/W282528669"],"abstract_inverted_index":{"The":[0,90,116],"intricate":[1],"interplay":[2],"between":[3,75],"driver":[4],"cognitive":[5,36,76,145,157,199],"dysfunction,":[6],"mental":[7,40,49,78,99,182],"workload":[8,41,50,100,133,158,185],"(MWL),":[9],"and":[10,34,42,67,80,87,113,121,132,149,183],"heart":[11,43,63,85,111],"rate":[12,44,64,86,112],"variability":[13],"(HRV)":[14],"provides":[15,30],"a":[16,31,126,210],"captivating":[17],"avenue":[18],"for":[19,134,159,191,209],"investigation":[20,91],"within":[21],"the":[22,48,73,95,98,138],"domain":[23],"of":[24,101,156,198],"transportation":[25],"safety":[26],"studies.":[27],"This":[28],"article":[29],"systematic":[32],"review":[33],"examines":[35],"hindrance":[37],"stemming":[38],"from":[39,58,152],"variability.":[45],"It":[46],"scrutinizes":[47],"experienced":[51],"by":[52,54],"drivers":[53,102,148],"leveraging":[55],"data":[56],"gleaned":[57],"prior":[59],"studies":[60,193],"that":[61,97,119,167],"employed":[62],"monitoring":[65],"systems":[66],"eye":[68,114],"tracking":[69],"technology,":[70],"thereby":[71],"illuminating":[72],"correlation":[74],"impairment,":[77],"workload,":[79,200],"physiological":[81,107],"indicators":[82,155,197],"such":[83,109,201],"as":[84,110,202],"ocular":[88],"movements.":[89,115],"is":[92],"grounded":[93],"in":[94,129,147],"premise":[96],"can":[103],"be":[104],"assessed":[105],"through":[106],"cues,":[108],"study":[117,139],"discovered":[118],"HRV":[120],"infrared":[122],"(IR)":[123],"measurements":[124],"played":[125],"crucial":[127],"role":[128],"evaluating":[130],"fatigue":[131],"skilled":[135],"drivers.":[136,187],"However,":[137],"overlooked":[140],"potential":[141],"factors":[142],"contributing":[143],"to":[144,194],"impairment":[146],"could":[150],"benefit":[151],"incorporating":[153],"alternative":[154],"deeper":[160],"insights.":[161],"Furthermore,":[162],"investigated":[163],"driving":[164,170,177],"simulators":[165],"demonstrated":[166],"an":[168],"eco-safe":[169],"Human-Machine":[171],"Interface":[172],"(HMI)":[173],"significantly":[174],"promoted":[175],"safe":[176],"behaviors":[178],"without":[179],"imposing":[180],"excessive":[181],"visual":[184],"on":[186],"Recommendations":[188],"were":[189],"made":[190],"future":[192],"consider":[195],"additional":[196],"subjective":[203],"assessments":[204],"or":[205],"task":[206],"performance":[207],"metrics,":[208],"more":[211],"comprehensive":[212],"understanding.":[213]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":3},{"year":2012,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}