{"id":"https://openalex.org/W7204755574","doi":"https://doi.org/10.1177/03611981261469552","title":"Pavement Friction and Crash Injury Severity: Evidence from Continuous Friction Measurement Data in Florida","display_name":"Pavement Friction and Crash Injury Severity: Evidence from Continuous Friction Measurement Data in Florida","publication_year":2026,"publication_date":"2026-08-31","ids":{"openalex":"https://openalex.org/W7204755574","doi":"https://doi.org/10.1177/03611981261469552"},"language":"en","primary_location":{"id":"doi:10.1177/03611981261469552","doi":"https://doi.org/10.1177/03611981261469552","is_oa":false,"landing_page_url":"https://doi.org/10.1177/03611981261469552","pdf_url":null,"source":{"id":"https://openalex.org/S145575934","display_name":"Transportation Research Record Journal of the Transportation Research Board","issn_l":"0361-1981","issn":["0361-1981","2169-4052"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-b","anvur-scientific","cwts-core","dongbi-b","jufo-1","norway-1","poland-40","russia-white-list-2","vabb-shw"],"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":"Transportation Research Record: Journal of the Transportation Research Board","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"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/A5095045391","display_name":"Huiqing Lyu","orcid":"https://orcid.org/0009-0009-1861-985X","observed_orcids":["https://orcid.org/0009-0009-1861-985X"]},"institutions":[{"id":"https://openalex.org/I2613432","display_name":"University of South Florida","ror":"https://ror.org/032db5x82","country_code":"US","type":"education","lineage":["https://openalex.org/I2613432"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Huiqing Lyu","raw_affiliation_strings":["Center for Urban Transportation Research, University of South Florida, Tampa, FL, USA"],"raw_orcid":"https://orcid.org/0009-0009-1861-985X","affiliations":[{"raw_affiliation_string":"Center for Urban Transportation Research, University of South Florida, Tampa, FL, USA","institution_ids":["https://openalex.org/I2613432"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025327241","display_name":"Zhenyu Wang","orcid":"https://orcid.org/0000-0003-1185-7600","observed_orcids":["https://orcid.org/0000-0003-1185-7600"]},"institutions":[{"id":"https://openalex.org/I2613432","display_name":"University of South Florida","ror":"https://ror.org/032db5x82","country_code":"US","type":"education","lineage":["https://openalex.org/I2613432"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Zhenyu Wang","raw_affiliation_strings":["Center for Urban Transportation Research, University of South Florida, Tampa, FL, USA"],"raw_orcid":"https://orcid.org/0000-0003-1185-7600","affiliations":[{"raw_affiliation_string":"Center for Urban Transportation Research, University of South Florida, Tampa, FL, USA","institution_ids":["https://openalex.org/I2613432"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109403550","display_name":"Pei-Sung Lin","orcid":"https://orcid.org/0000-0002-7059-5324","observed_orcids":["https://orcid.org/0000-0002-7059-5324"]},"institutions":[{"id":"https://openalex.org/I2613432","display_name":"University of South Florida","ror":"https://ror.org/032db5x82","country_code":"US","type":"education","lineage":["https://openalex.org/I2613432"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Pei-Sung Lin","raw_affiliation_strings":["Center for Urban Transportation Research, University of South Florida, Tampa, FL, USA"],"raw_orcid":"https://orcid.org/0000-0002-7059-5324","affiliations":[{"raw_affiliation_string":"Center for Urban Transportation Research, University of South Florida, Tampa, FL, USA","institution_ids":["https://openalex.org/I2613432"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023777261","display_name":"Qing Lu","orcid":"https://orcid.org/0000-0002-9120-9218","observed_orcids":["https://orcid.org/0000-0002-9120-9218"]},"institutions":[{"id":"https://openalex.org/I2613432","display_name":"University of South Florida","ror":"https://ror.org/032db5x82","country_code":"US","type":"education","lineage":["https://openalex.org/I2613432"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Qing Lu","raw_affiliation_strings":["Department of Civil and Environmental Engineering, University of South Florida, Tampa, FL, USA"],"raw_orcid":"https://orcid.org/0000-0002-9120-9218","affiliations":[{"raw_affiliation_string":"Department of Civil and Environmental Engineering, University of South Florida, Tampa, FL, USA","institution_ids":["https://openalex.org/I2613432"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5099119219","display_name":"Emmeth Duran","orcid":"https://orcid.org/0009-0006-5017-0341","observed_orcids":["https://orcid.org/0009-0006-5017-0341"]},"institutions":[{"id":"https://openalex.org/I1339903725","display_name":"Florida Department of Transportation","ror":"https://ror.org/01v2vzt58","country_code":"US","type":"government","lineage":["https://openalex.org/I1339903725"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Emmeth Duran","raw_affiliation_strings":["Florida Department of Transportation (FDOT), District Seven, Tampa, FL, USA"],"raw_orcid":"https://orcid.org/0009-0006-5017-0341","affiliations":[{"raw_affiliation_string":"Florida Department of Transportation (FDOT), District Seven, Tampa, FL, USA","institution_ids":["https://openalex.org/I1339903725"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100336727","display_name":"Guangming Wang","orcid":"https://orcid.org/0000-0001-8481-5562","observed_orcids":["https://orcid.org/0000-0001-8481-5562"]},"institutions":[{"id":"https://openalex.org/I1339903725","display_name":"Florida Department of Transportation","ror":"https://ror.org/01v2vzt58","country_code":"US","type":"government","lineage":["https://openalex.org/I1339903725"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Guangming Wang","raw_affiliation_strings":["Florida Department of Transportation (FDOT), State Materials Office, Tallahassee, FL, USA"],"raw_orcid":"https://orcid.org/0000-0001-8481-5562","affiliations":[{"raw_affiliation_string":"Florida Department of Transportation (FDOT), State Materials Office, Tallahassee, FL, USA","institution_ids":["https://openalex.org/I1339903725"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5025327241"],"corresponding_institution_ids":["https://openalex.org/I2613432"],"apc_list":{"value":3650,"currency":"USD","value_usd":3650},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10370","display_name":"Traffic and Road Safety","score":0.9804999828338623,"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"}},"topics":[{"id":"https://openalex.org/T10370","display_name":"Traffic and Road Safety","score":0.9804999828338623,"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/T13527","display_name":"Road Transport and Highway Systems","score":0.006599999964237213,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural Engineering"},"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/T10264","display_name":"Asphalt Pavement Performance Evaluation","score":0.005499999970197678,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural Engineering"},"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/skid-resistance","display_name":"skid resistance","score":0.996999979019165},{"id":"https://openalex.org/keywords/crash-severity","display_name":"accident severity","score":0.9110000133514404},{"id":"https://openalex.org/keywords/macrotexture","display_name":"macrotexture","score":0.8730000257492065},{"id":"https://openalex.org/keywords/mean-profile-depth","display_name":"mean profile depth","score":0.968999981880188},{"id":"https://openalex.org/keywords/international-roughness-index","display_name":"International Roughness Index","score":0.7990000247955322},{"id":"https://openalex.org/keywords/pavement-roughness","display_name":"pavement roughness","score":0.7879999876022339},{"id":"https://openalex.org/keywords/open-graded-asphalt","display_name":"open-graded asphalt","score":0.5929999947547913},{"id":"https://openalex.org/keywords/dense-graded-asphalt","display_name":"dense-graded asphalt","score":0.9750000238418579},{"id":"https://openalex.org/keywords/pavement-condition","display_name":"pavement condition","score":0.5080000162124634},{"id":"https://openalex.org/keywords/road-safety","display_name":"road safety","score":0.6100000143051147},{"id":"https://openalex.org/keywords/mixed-logit-model","display_name":"mixed logit model","score":0.5770000219345093},{"id":"https://openalex.org/keywords/tampa-bay","display_name":"Tampa Bay","score":0.4259999990463257}],"concepts":[{"id":"https://openalex.org/C183469790","wikidata":"https://www.wikidata.org/wiki/Q333501","display_name":"Crash","level":2,"score":0.7447999715805054},{"id":"https://openalex.org/C2989152160","wikidata":"https://www.wikidata.org/wiki/Q82580","display_name":"Friction coefficient","level":2,"score":0.5436000227928162},{"id":"https://openalex.org/C94296324","wikidata":"https://www.wikidata.org/wiki/Q2234301","display_name":"Skid (aerodynamics)","level":2,"score":0.46560001373291016},{"id":"https://openalex.org/C2987692278","wikidata":"https://www.wikidata.org/wiki/Q82580","display_name":"Coefficient of friction","level":2,"score":0.44589999318122864},{"id":"https://openalex.org/C77595967","wikidata":"https://www.wikidata.org/wiki/Q3151013","display_name":"Forensic engineering","level":1,"score":0.4424999952316284},{"id":"https://openalex.org/C3038340","wikidata":"https://www.wikidata.org/wiki/Q1268968","display_name":"Dynamical friction","level":2,"score":0.43209999799728394},{"id":"https://openalex.org/C71039073","wikidata":"https://www.wikidata.org/wiki/Q3439090","display_name":"Surface finish","level":2,"score":0.4253000020980835},{"id":"https://openalex.org/C107365816","wikidata":"https://www.wikidata.org/wiki/Q114817","display_name":"Surface roughness","level":2,"score":0.41100001335144043},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.3905999958515167},{"id":"https://openalex.org/C3017944768","wikidata":"https://www.wikidata.org/wiki/Q1450463","display_name":"Poison control","level":2,"score":0.38850000500679016},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3237000107765198},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.3061000108718872},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.30550000071525574},{"id":"https://openalex.org/C2780042925","wikidata":"https://www.wikidata.org/wiki/Q1049667","display_name":"Road surface","level":2,"score":0.2921999990940094},{"id":"https://openalex.org/C2781212230","wikidata":"https://www.wikidata.org/wiki/Q6052822","display_name":"International Roughness Index","level":3,"score":0.29030001163482666},{"id":"https://openalex.org/C2986587452","wikidata":"https://www.wikidata.org/wiki/Q938438","display_name":"Statistical analysis","level":2,"score":0.2816999852657318},{"id":"https://openalex.org/C187320778","wikidata":"https://www.wikidata.org/wiki/Q1349130","display_name":"Geotechnical engineering","level":1,"score":0.2721000015735626},{"id":"https://openalex.org/C28961703","wikidata":"https://www.wikidata.org/wiki/Q3457815","display_name":"Friction loss","level":2,"score":0.27059999108314514}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1177/03611981261469552","doi":"https://doi.org/10.1177/03611981261469552","is_oa":false,"landing_page_url":"https://doi.org/10.1177/03611981261469552","pdf_url":null,"source":{"id":"https://openalex.org/S145575934","display_name":"Transportation Research Record Journal of the Transportation Research Board","issn_l":"0361-1981","issn":["0361-1981","2169-4052"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-b","anvur-scientific","cwts-core","dongbi-b","jufo-1","norway-1","poland-40","russia-white-list-2","vabb-shw"],"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":"Transportation Research Record: Journal of the Transportation Research Board","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.651199996471405,"id":"https://metadata.un.org/sdg/9"},{"display_name":"Good health and well-being","score":0.5683000087738037,"id":"https://metadata.un.org/sdg/3"},{"display_name":"Sustainable cities and communities","score":0.47999998927116394,"id":"https://metadata.un.org/sdg/11"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W1981970415","https://openalex.org/W2008909284","https://openalex.org/W2014578343","https://openalex.org/W2023557221","https://openalex.org/W2042787371","https://openalex.org/W2063584172","https://openalex.org/W2150413021","https://openalex.org/W2530324714","https://openalex.org/W2682367792","https://openalex.org/W2736967542","https://openalex.org/W2780140439","https://openalex.org/W2932518173","https://openalex.org/W3177001354","https://openalex.org/W4249291289","https://openalex.org/W4251944502","https://openalex.org/W4253767017","https://openalex.org/W4285708997","https://openalex.org/W4303982088","https://openalex.org/W4307550025","https://openalex.org/W4394589522","https://openalex.org/W4411378859","https://openalex.org/W4413271190","https://openalex.org/W7125375659"],"related_works":["https://openalex.org/W7154545053","https://openalex.org/W337925423","https://openalex.org/W2023557221","https://openalex.org/W4200017518","https://openalex.org/W4303982088","https://openalex.org/W7163785788","https://openalex.org/W2150413021","https://openalex.org/W641169092","https://openalex.org/W3135633432","https://openalex.org/W335165312"],"abstract_inverted_index":{"Pavement":[0],"friction":[1,14,39,46,133,145],"is":[2,134],"vital":[3],"for":[4,139],"road":[5],"safety,":[6],"supporting":[7],"effective":[8],"steering,":[9],"braking,":[10],"and":[11,47,84,108,117,191],"acceleration.":[12],"Adequate":[13],"levels":[15],"help":[16],"reduce":[17],"the":[18,66,111,127,135,148,179],"risk":[19],"of":[20,113,132,150,157,181],"skidding,":[21],"yet":[22],"few":[23],"studies":[24],"have":[25],"explored":[26],"their":[27],"link":[28],"to":[29,43,93],"crash":[30,52,98,121],"injury":[31,53,122,141],"severity.":[32,123,142],"This":[33],"study":[34],"utilizes":[35],"high-resolution":[36],"continuous":[37],"pavement":[38,144,192],"measurement":[40],"(CPFM)":[41],"data":[42,58],"examine":[44],"how":[45],"other":[48],"surface":[49],"features":[50],"influence":[51],"outcomes.":[54],"In":[55],"2023,":[56],"CPFM":[57],"were":[59,90],"collected":[60],"over":[61],"2,000":[62],"lane":[63],"miles":[64],"in":[65,106],"Tampa":[67],"Bay,":[68],"Florida":[69],"area.":[70],"Friction":[71],"(Sideway-force":[72],"Coefficient":[73],"Routine":[74],"Investigation":[75],"Machine":[76],"[SCRIM]":[77],"coefficient),":[78],"macrotexture":[79],"(mean":[80],"profile":[81],"depth":[82],"[MPD]),":[83],"roughness":[85],"(International":[86],"Roughness":[87],"Index":[88],"[IRI])":[89],"spatially":[91],"matched":[92],"a":[94],"0.2-mi":[95],"buffer":[96],"around":[97],"sites.":[99],"A":[100],"mixed":[101],"logit":[102],"model":[103],"with":[104,165],"heterogeneity":[105],"means":[107],"variances":[109],"assessed":[110],"effects":[112,198],"pavement,":[114],"roadway,":[115],"traffic,":[116],"vehicle":[118],"factors":[119],"on":[120,160,175,200],"Findings":[124],"reveal":[125],"that":[126],"maximum":[128],"three-point":[129],"moving":[130],"average":[131],"most":[136],"suitable":[137],"indicator":[138],"modelling":[140],"Higher":[143],"significantly":[146],"reduces":[147],"likelihood":[149,180],"serious":[151],"or":[152],"fatal":[153],"injuries.":[154,183],"MPD":[155,170],"values":[156,171],"0.8\u20131.2":[158],"mm":[159,174],"dense-graded":[161],"surfaces":[162,177],"are":[163],"associated":[164],"fewer":[166],"slight":[167],"injuries,":[168],"while":[169],"above":[172],"2":[173],"open-graded":[176],"increase":[178],"severe":[182],"Additional":[184],"contributors":[185],"include":[186],"roughness,":[187],"cracking,":[188],"rutting,":[189],"raveling,":[190],"condition,":[193],"though":[194],"some":[195],"exhibit":[196],"non-unidirectional":[197],"depending":[199],"context.":[201]},"counts_by_year":[],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2026-09-01T00:00:00"}
