{"id":"https://openalex.org/W3211192000","doi":"https://doi.org/10.1109/itsc48978.2021.9564446","title":"Drug-Related Crash Severity Analysis Using the Highway Safety Information System Data","display_name":"Drug-Related Crash Severity Analysis Using the Highway Safety Information System Data","publication_year":2021,"publication_date":"2021-09-19","ids":{"openalex":"https://openalex.org/W3211192000","doi":"https://doi.org/10.1109/itsc48978.2021.9564446","mag":"3211192000"},"language":"en","primary_location":{"id":"doi:10.1109/itsc48978.2021.9564446","is_oa":false,"landing_page_url":"https://doi.org/10.1109/itsc48978.2021.9564446","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Intelligent Transportation Systems Conference (ITSC)","raw_type":"proceedings-article"},"type":"article","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/A5113843828","display_name":"Yu Zhang","orcid":"https://orcid.org/0009-0004-2655-5589"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Zhang","raw_affiliation_strings":["Key Laboratory of Road and Traffic Engineering of the Ministry of Education, Tongji University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Road and Traffic Engineering of the Ministry of Education, Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100424825","display_name":"Shijie Liu","orcid":"https://orcid.org/0000-0002-1807-9760"},"institutions":[{"id":"https://openalex.org/I4210125878","display_name":"Suzhou Research Institute","ror":"https://ror.org/03ebk0c60","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210125878"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shijie Liu","raw_affiliation_strings":["Suzhou Research Institute, Shandong University, Suzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Suzhou Research Institute, Shandong University, Suzhou, China","institution_ids":["https://openalex.org/I4210125878"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054159075","display_name":"Jianqing Wu","orcid":"https://orcid.org/0000-0003-2844-6082"},"institutions":[{"id":"https://openalex.org/I4210125878","display_name":"Suzhou Research Institute","ror":"https://ror.org/03ebk0c60","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210125878"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianqing Wu","raw_affiliation_strings":["Suzhou Research Institute, Shandong University, Suzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Suzhou Research Institute, Shandong University, Suzhou, China","institution_ids":["https://openalex.org/I4210125878"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068963187","display_name":"Quanli Lu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Quanli Lu","raw_affiliation_strings":["SHANDONG ZHENGZHONG INFORMATION TECHNOLOGY CO., LTD, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SHANDONG ZHENGZHONG INFORMATION TECHNOLOGY CO., LTD, Jinan, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101422749","display_name":"Qiang Yang","orcid":"https://orcid.org/0009-0003-5737-4732"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Qiang Yang","raw_affiliation_strings":["Jinan jinqu road survey design research co., LTD, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jinan jinqu road survey design research co., LTD, Jinan, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109834712","display_name":"Lihua Song","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lihua Song","raw_affiliation_strings":["SHANDONG ZHENGZHONG INFORMATION TECHNOLOGY CO., LTD, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SHANDONG ZHENGZHONG INFORMATION TECHNOLOGY CO., LTD, Jinan, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100303611","display_name":"Xiaowei Yu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xiaowei Yu","raw_affiliation_strings":["SHANDONG ZHENGZHONG INFORMATION TECHNOLOGY CO., LTD, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SHANDONG ZHENGZHONG INFORMATION TECHNOLOGY CO., LTD, Jinan, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100461107","display_name":"Hongbo Zhang","orcid":"https://orcid.org/0000-0003-2204-4584"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]},{"id":"https://openalex.org/I4210109718","display_name":"Shandong Transportation Research Institute","ror":"https://ror.org/01wcts620","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210109718"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongbo Zhang","raw_affiliation_strings":["School of Qilu Transportation, Shandong University, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Qilu Transportation, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I4210109718","https://openalex.org/I154099455"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101007018","display_name":"Ziliang Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]},{"id":"https://openalex.org/I4210109718","display_name":"Shandong Transportation Research Institute","ror":"https://ror.org/01wcts620","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210109718"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ziliang Yang","raw_affiliation_strings":["School of Qilu Transportation, Shandong University, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Qilu Transportation, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I4210109718","https://openalex.org/I154099455"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.1707,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.51654288,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"3659","last_page":"3664"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10370","display_name":"Traffic and Road Safety","score":0.9998000264167786,"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":0.9998000264167786,"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/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9879000186920166,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/T14056","display_name":"Safety Warnings and Signage","score":0.9703999757766724,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/crash","display_name":"Crash","score":0.8916115760803223},{"id":"https://openalex.org/keywords/drug","display_name":"Drug","score":0.7055467367172241},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"Logistic regression","score":0.5430019497871399},{"id":"https://openalex.org/keywords/poison-control","display_name":"Poison control","score":0.4377894699573517},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.43472492694854736},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.4289076626300812},{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.37436509132385254},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.37190353870391846},{"id":"https://openalex.org/keywords/forensic-engineering","display_name":"Forensic engineering","score":0.37179282307624817},{"id":"https://openalex.org/keywords/environmental-health","display_name":"Environmental health","score":0.318767786026001},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.31574752926826477},{"id":"https://openalex.org/keywords/pharmacology","display_name":"Pharmacology","score":0.20868292450904846},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.11705222725868225}],"concepts":[{"id":"https://openalex.org/C183469790","wikidata":"https://www.wikidata.org/wiki/Q333501","display_name":"Crash","level":2,"score":0.8916115760803223},{"id":"https://openalex.org/C2780035454","wikidata":"https://www.wikidata.org/wiki/Q8386","display_name":"Drug","level":2,"score":0.7055467367172241},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.5430019497871399},{"id":"https://openalex.org/C3017944768","wikidata":"https://www.wikidata.org/wiki/Q1450463","display_name":"Poison control","level":2,"score":0.4377894699573517},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.43472492694854736},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.4289076626300812},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.37436509132385254},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.37190353870391846},{"id":"https://openalex.org/C77595967","wikidata":"https://www.wikidata.org/wiki/Q3151013","display_name":"Forensic engineering","level":1,"score":0.37179282307624817},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.318767786026001},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.31574752926826477},{"id":"https://openalex.org/C98274493","wikidata":"https://www.wikidata.org/wiki/Q128406","display_name":"Pharmacology","level":1,"score":0.20868292450904846},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.11705222725868225},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/itsc48978.2021.9564446","is_oa":false,"landing_page_url":"https://doi.org/10.1109/itsc48978.2021.9564446","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Intelligent Transportation Systems Conference (ITSC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8999999761581421,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"awards":[{"id":"https://openalex.org/G2254903623","display_name":null,"funder_award_id":"2020CXGC010118","funder_id":"https://openalex.org/F4320333596","funder_display_name":"Key Technology Research and Development Program of Shandong"}],"funders":[{"id":"https://openalex.org/F4320333596","display_name":"Key Technology Research and Development Program of Shandong","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W1970009926","https://openalex.org/W1978652598","https://openalex.org/W1986431132","https://openalex.org/W1989476346","https://openalex.org/W2001662146","https://openalex.org/W2007291283","https://openalex.org/W2012838480","https://openalex.org/W2031447564","https://openalex.org/W2072176172","https://openalex.org/W2075129116","https://openalex.org/W2084165047","https://openalex.org/W2090624772","https://openalex.org/W2119357828","https://openalex.org/W2141772504","https://openalex.org/W2147714647","https://openalex.org/W2904064248","https://openalex.org/W2911428069","https://openalex.org/W2957500071","https://openalex.org/W3005703609","https://openalex.org/W3045210891","https://openalex.org/W3130522242","https://openalex.org/W3134634205","https://openalex.org/W3134906156","https://openalex.org/W3138163978","https://openalex.org/W6677888551","https://openalex.org/W6781312393","https://openalex.org/W6791296787","https://openalex.org/W6791649895"],"related_works":["https://openalex.org/W2026516036","https://openalex.org/W626940945","https://openalex.org/W375763875","https://openalex.org/W2040826996","https://openalex.org/W2111579573","https://openalex.org/W120748129","https://openalex.org/W2061344455","https://openalex.org/W2744235150","https://openalex.org/W796478898","https://openalex.org/W2029117867"],"abstract_inverted_index":{"Drug":[0],"use":[1,14,53,71],"has":[2],"been":[3],"a":[4,41],"worldwide":[5],"threat":[6],"to":[7,35,47,120],"traffic":[8],"safety.":[9],"The":[10,66,115],"role":[11],"of":[12,25,30,43,51,82],"drug":[13,52,70],"in":[15,54,86],"crash":[16,32,55,87,113,123],"severity":[17,33,56],"is":[18],"still":[19],"unclear.":[20],"To":[21],"reduce":[22,121],"the":[23,44,49,59,74,80,83,105,111],"damage":[24],"drug-related":[26,31,112,122],"crashes,":[27],"contributing":[28],"factors":[29,64,85,108],"needs":[34],"be":[36],"investigated.":[37],"This":[38],"paper":[39],"used":[40],"strategy":[42],"random":[45],"forest":[46],"evaluate":[48],"influence":[50],"and":[57,101],"applied":[58],"ordered":[60],"logit":[61],"model":[62],"for":[63],"analysis.":[65],"results":[67],"showed":[68],"that":[69,109],"was":[72],"ranked":[73],"6":[75],"<sup":[76],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[77],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">th</sup>":[78],"on":[79],"order":[81],"important":[84,107],"severity.":[88,114,124],"Five":[89],"factors,":[90],"including":[91],"vehicle":[92],"type,":[93,97],"light":[94,102],"condition,":[95,100],"median":[96],"road":[98],"surface":[99],"condition":[103],"were":[104,118],"most":[106],"impact":[110],"corresponding":[116],"countermeasures":[117],"proposed":[119]},"counts_by_year":[{"year":2023,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
