{"id":"https://openalex.org/W3007980143","doi":"https://doi.org/10.3390/s20041107","title":"A Review of Data Analytic Applications in Road Traffic Safety. Part 1: Descriptive and Predictive Modeling","display_name":"A Review of Data Analytic Applications in Road Traffic Safety. Part 1: Descriptive and Predictive Modeling","publication_year":2020,"publication_date":"2020-02-18","ids":{"openalex":"https://openalex.org/W3007980143","doi":"https://doi.org/10.3390/s20041107","mag":"3007980143","pmid":"https://pubmed.ncbi.nlm.nih.gov/32085599"},"language":"en","primary_location":{"id":"doi:10.3390/s20041107","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s20041107","pdf_url":"https://www.mdpi.com/1424-8220/20/4/1107/pdf?version=1582372878","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/20/4/1107/pdf?version=1582372878","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5026376066","display_name":"Amir Mehdizadeh","orcid":"https://orcid.org/0000-0003-1194-1255"},"institutions":[{"id":"https://openalex.org/I82497590","display_name":"Auburn University","ror":"https://ror.org/02v80fc35","country_code":"US","type":"education","lineage":["https://openalex.org/I82497590"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Amir Mehdizadeh","raw_affiliation_strings":["Department of Industrial and Systems Engineering, Auburn University, Auburn, AL 36849, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Industrial and Systems Engineering, Auburn University, Auburn, AL 36849, USA","institution_ids":["https://openalex.org/I82497590"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002618939","display_name":"Miao Cai","orcid":"https://orcid.org/0000-0003-0170-6905"},"institutions":[{"id":"https://openalex.org/I47838141","display_name":"Saint Louis University","ror":"https://ror.org/01p7jjy08","country_code":"US","type":"education","lineage":["https://openalex.org/I47838141"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Miao Cai","raw_affiliation_strings":["College for Public Health and Social Justice, Saint Louis University, St. Louis, MO 63103, USA"],"raw_orcid":"https://orcid.org/0000-0003-0170-6905","affiliations":[{"raw_affiliation_string":"College for Public Health and Social Justice, Saint Louis University, St. Louis, MO 63103, USA","institution_ids":["https://openalex.org/I47838141"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018862030","display_name":"Qiong Hu","orcid":"https://orcid.org/0000-0003-4438-1012"},"institutions":[{"id":"https://openalex.org/I82497590","display_name":"Auburn University","ror":"https://ror.org/02v80fc35","country_code":"US","type":"education","lineage":["https://openalex.org/I82497590"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Qiong Hu","raw_affiliation_strings":["Department of Industrial and Systems Engineering, Auburn University, Auburn, AL 36849, USA"],"raw_orcid":"https://orcid.org/0000-0003-4438-1012","affiliations":[{"raw_affiliation_string":"Department of Industrial and Systems Engineering, Auburn University, Auburn, AL 36849, USA","institution_ids":["https://openalex.org/I82497590"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056477284","display_name":"Mohammad Ali Alamdar Yazdi","orcid":"https://orcid.org/0000-0003-3466-2144"},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mohammad Ali Alamdar Yazdi","raw_affiliation_strings":["Carey Business School, Johns Hopkins University, Baltimore, MD 21202, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Carey Business School, Johns Hopkins University, Baltimore, MD 21202, USA","institution_ids":["https://openalex.org/I145311948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061134837","display_name":"Nasrin Mohabbati-Kalejahi","orcid":"https://orcid.org/0000-0001-7490-9928"},"institutions":[{"id":"https://openalex.org/I43369023","display_name":"California State University, San Bernardino","ror":"https://ror.org/02n651896","country_code":"US","type":"education","lineage":["https://openalex.org/I43369023"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nasrin Mohabbati-Kalejahi","raw_affiliation_strings":["Jack H. Brown College of Business and Public Administration, California State University at San Bernardino, San Bernardino, CA 92407, USA"],"raw_orcid":"https://orcid.org/0000-0001-7490-9928","affiliations":[{"raw_affiliation_string":"Jack H. Brown College of Business and Public Administration, California State University at San Bernardino, San Bernardino, CA 92407, USA","institution_ids":["https://openalex.org/I43369023"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051644960","display_name":"Alexander Vinel","orcid":"https://orcid.org/0000-0003-3095-5986"},"institutions":[{"id":"https://openalex.org/I82497590","display_name":"Auburn University","ror":"https://ror.org/02v80fc35","country_code":"US","type":"education","lineage":["https://openalex.org/I82497590"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alexander Vinel","raw_affiliation_strings":["Department of Industrial and Systems Engineering, Auburn University, Auburn, AL 36849, USA"],"raw_orcid":"https://orcid.org/0000-0003-3095-5986","affiliations":[{"raw_affiliation_string":"Department of Industrial and Systems Engineering, Auburn University, Auburn, AL 36849, USA","institution_ids":["https://openalex.org/I82497590"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003805164","display_name":"Steven E. Rigdon","orcid":"https://orcid.org/0000-0001-7668-0899"},"institutions":[{"id":"https://openalex.org/I47838141","display_name":"Saint Louis University","ror":"https://ror.org/01p7jjy08","country_code":"US","type":"education","lineage":["https://openalex.org/I47838141"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Steven E. Rigdon","raw_affiliation_strings":["College for Public Health and Social Justice, Saint Louis University, St. Louis, MO 63103, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College for Public Health and Social Justice, Saint Louis University, St. Louis, MO 63103, USA","institution_ids":["https://openalex.org/I47838141"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080407760","display_name":"Karen Davis","orcid":"https://orcid.org/0000-0003-2327-4429"},"institutions":[{"id":"https://openalex.org/I83328450","display_name":"Miami University","ror":"https://ror.org/05nbqxr67","country_code":"US","type":"education","lineage":["https://openalex.org/I83328450"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Karen C. Davis","raw_affiliation_strings":["Department of Computer Science and Software Engineering, Miami University, Oxford, OH 45056, USA"],"raw_orcid":"https://orcid.org/0000-0003-2327-4429","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Software Engineering, Miami University, Oxford, OH 45056, USA","institution_ids":["https://openalex.org/I83328450"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024863972","display_name":"Fadel M. Megahed","orcid":"https://orcid.org/0000-0003-2194-5110"},"institutions":[{"id":"https://openalex.org/I83328450","display_name":"Miami University","ror":"https://ror.org/05nbqxr67","country_code":"US","type":"education","lineage":["https://openalex.org/I83328450"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Fadel M. Megahed","raw_affiliation_strings":["Farmer School of Business, Miami University, Oxford, OH 45056, USA"],"raw_orcid":"https://orcid.org/0000-0003-2194-5110","affiliations":[{"raw_affiliation_string":"Farmer School of Business, Miami University, Oxford, OH 45056, USA","institution_ids":["https://openalex.org/I83328450"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5024863972"],"corresponding_institution_ids":["https://openalex.org/I83328450"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":6.5049,"has_fulltext":true,"cited_by_count":47,"citation_normalized_percentile":{"value":0.970257,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"20","issue":"4","first_page":"1107","last_page":"1107"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10370","display_name":"Traffic and Road Safety","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9973999857902527,"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/T10698","display_name":"Transportation Planning and Optimization","score":0.9952999949455261,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6814709305763245},{"id":"https://openalex.org/keywords/automatic-summarization","display_name":"Automatic summarization","score":0.6623725891113281},{"id":"https://openalex.org/keywords/crash","display_name":"Crash","score":0.6603323817253113},{"id":"https://openalex.org/keywords/safer","display_name":"SAFER","score":0.6137806177139282},{"id":"https://openalex.org/keywords/data-collection","display_name":"Data collection","score":0.5134935975074768},{"id":"https://openalex.org/keywords/descriptive-statistics","display_name":"Descriptive statistics","score":0.503741443157196},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.48645588755607605},{"id":"https://openalex.org/keywords/predictive-analytics","display_name":"Predictive analytics","score":0.45903801918029785},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4562283158302307},{"id":"https://openalex.org/keywords/data-visualization","display_name":"Data visualization","score":0.42024916410446167},{"id":"https://openalex.org/keywords/data-quality","display_name":"Data quality","score":0.410228967666626},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.40628308057785034},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.32878848910331726},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2213362455368042},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.2161675989627838},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1811121106147766},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.09492295980453491}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6814709305763245},{"id":"https://openalex.org/C170858558","wikidata":"https://www.wikidata.org/wiki/Q1394144","display_name":"Automatic summarization","level":2,"score":0.6623725891113281},{"id":"https://openalex.org/C183469790","wikidata":"https://www.wikidata.org/wiki/Q333501","display_name":"Crash","level":2,"score":0.6603323817253113},{"id":"https://openalex.org/C2776654903","wikidata":"https://www.wikidata.org/wiki/Q2601463","display_name":"SAFER","level":2,"score":0.6137806177139282},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.5134935975074768},{"id":"https://openalex.org/C39896193","wikidata":"https://www.wikidata.org/wiki/Q380344","display_name":"Descriptive statistics","level":2,"score":0.503741443157196},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.48645588755607605},{"id":"https://openalex.org/C83209312","wikidata":"https://www.wikidata.org/wiki/Q1053367","display_name":"Predictive analytics","level":2,"score":0.45903801918029785},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4562283158302307},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.42024916410446167},{"id":"https://openalex.org/C24756922","wikidata":"https://www.wikidata.org/wiki/Q1757694","display_name":"Data quality","level":3,"score":0.410228967666626},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.40628308057785034},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32878848910331726},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2213362455368042},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.2161675989627838},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1811121106147766},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.09492295980453491},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3390/s20041107","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s20041107","pdf_url":"https://www.mdpi.com/1424-8220/20/4/1107/pdf?version=1582372878","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:32085599","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/32085599","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":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:doaj.org/article:f0cd7ebffa2b48d88c1a799f83dec269","is_oa":true,"landing_page_url":"https://doaj.org/article/f0cd7ebffa2b48d88c1a799f83dec269","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":"Sensors, Vol 20, Iss 4, p 1107 (2020)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/20/4/1107/","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3390/s20041107","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"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":"Sensors","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:7070501","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7070501","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,"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":"Sensors (Basel)","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s20041107","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s20041107","pdf_url":"https://www.mdpi.com/1424-8220/20/4/1107/pdf?version=1582372878","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2356946892","display_name":null,"funder_award_id":"CMMI-1635927; CMMI-1634992","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G3907315678","display_name":"GOALI/Collaborative Research: Human Maintenance - A Prognostics Framework to Model Changes in Drivers' Safety Performance and Optimize Dispatching Policies","funder_award_id":"1634992","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G399804482","display_name":null,"funder_award_id":"CMMI-1635927","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G5065553040","display_name":null,"funder_award_id":"CMMI-1635927 and CMMI-1634992","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G5392485773","display_name":null,"funder_award_id":"PMIU0138 and PMIU0162","funder_id":"https://openalex.org/F4320317189","funder_display_name":"Ohio Supercomputer Center"},{"id":"https://openalex.org/G7862945535","display_name":null,"funder_award_id":"CMMI-1635927","funder_id":"https://openalex.org/F4320337391","funder_display_name":"Division of Civil, Mechanical and Manufacturing Innovation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320307169","display_name":"American Society of Safety Engineers Foundation","ror":"https://ror.org/027mhsx91"},{"id":"https://openalex.org/F4320309249","display_name":"University of Miami","ror":"https://ror.org/02dgjyy92"},{"id":"https://openalex.org/F4320310256","display_name":"University of Cincinnati","ror":"https://ror.org/01e3m7079"},{"id":"https://openalex.org/F4320314728","display_name":"American Society of Safety Professionals","ror":null},{"id":"https://openalex.org/F4320317189","display_name":"Ohio Supercomputer Center","ror":"https://ror.org/01apna436"},{"id":"https://openalex.org/F4320337391","display_name":"Division of Civil, Mechanical and Manufacturing Innovation","ror":"https://ror.org/028yd4c30"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3007980143.pdf","grobid_xml":"https://content.openalex.org/works/W3007980143.grobid-xml"},"referenced_works_count":129,"referenced_works":["https://openalex.org/W128075908","https://openalex.org/W309214422","https://openalex.org/W361190652","https://openalex.org/W805355577","https://openalex.org/W1482092277","https://openalex.org/W1487321909","https://openalex.org/W1501500081","https://openalex.org/W1541288193","https://openalex.org/W1543150292","https://openalex.org/W1612736460","https://openalex.org/W1835488342","https://openalex.org/W1963691321","https://openalex.org/W1964811435","https://openalex.org/W1965126781","https://openalex.org/W1965342783","https://openalex.org/W1965787203","https://openalex.org/W1968328018","https://openalex.org/W1972997465","https://openalex.org/W1973345185","https://openalex.org/W1973802758","https://openalex.org/W1980399291","https://openalex.org/W1980799317","https://openalex.org/W1985757759","https://openalex.org/W1989575672","https://openalex.org/W1998968028","https://openalex.org/W2007768303","https://openalex.org/W2009702434","https://openalex.org/W2010900220","https://openalex.org/W2012479379","https://openalex.org/W2013673529","https://openalex.org/W2017755807","https://openalex.org/W2021705019","https://openalex.org/W2022714541","https://openalex.org/W2026681555","https://openalex.org/W2031896749","https://openalex.org/W2033914352","https://openalex.org/W2038264923","https://openalex.org/W2040539777","https://openalex.org/W2044145621","https://openalex.org/W2045956037","https://openalex.org/W2046017949","https://openalex.org/W2047991958","https://openalex.org/W2056638635","https://openalex.org/W2057923756","https://openalex.org/W2060661883","https://openalex.org/W2062340241","https://openalex.org/W2063895609","https://openalex.org/W2065633479","https://openalex.org/W2074669159","https://openalex.org/W2087016914","https://openalex.org/W2088228796","https://openalex.org/W2089487090","https://openalex.org/W2094327083","https://openalex.org/W2096928920","https://openalex.org/W2103927771","https://openalex.org/W2104349879","https://openalex.org/W2106220766","https://openalex.org/W2109886867","https://openalex.org/W2111263072","https://openalex.org/W2114313114","https://openalex.org/W2118543479","https://openalex.org/W2118939829","https://openalex.org/W2119387367","https://openalex.org/W2124744969","https://openalex.org/W2125027820","https://openalex.org/W2127991156","https://openalex.org/W2139526475","https://openalex.org/W2141769532","https://openalex.org/W2144997610","https://openalex.org/W2146552899","https://openalex.org/W2159914570","https://openalex.org/W2161024896","https://openalex.org/W2167101736","https://openalex.org/W2176149189","https://openalex.org/W2203247364","https://openalex.org/W2215507129","https://openalex.org/W2294785690","https://openalex.org/W2341937654","https://openalex.org/W2463452413","https://openalex.org/W2477171198","https://openalex.org/W2481054309","https://openalex.org/W2514034508","https://openalex.org/W2543580944","https://openalex.org/W2558705494","https://openalex.org/W2573063132","https://openalex.org/W2586457790","https://openalex.org/W2594367393","https://openalex.org/W2609891578","https://openalex.org/W2610917942","https://openalex.org/W2611783272","https://openalex.org/W2625298147","https://openalex.org/W2638096779","https://openalex.org/W2731770569","https://openalex.org/W2736990457","https://openalex.org/W2755950973","https://openalex.org/W2766168096","https://openalex.org/W2768615394","https://openalex.org/W2769884739","https://openalex.org/W2770114658","https://openalex.org/W2781529943","https://openalex.org/W2792621138","https://openalex.org/W2793097491","https://openalex.org/W2793213721","https://openalex.org/W2796017944","https://openalex.org/W2802574842","https://openalex.org/W2806710589","https://openalex.org/W2860988633","https://openalex.org/W2899788010","https://openalex.org/W2901193717","https://openalex.org/W2909752434","https://openalex.org/W2914664113","https://openalex.org/W2959847940","https://openalex.org/W2998216295","https://openalex.org/W4229726281","https://openalex.org/W4230960591","https://openalex.org/W4242053123","https://openalex.org/W4244897627","https://openalex.org/W4285719527","https://openalex.org/W4313169793","https://openalex.org/W6622996551","https://openalex.org/W6645436915","https://openalex.org/W6677044721","https://openalex.org/W6678479632","https://openalex.org/W6680769587","https://openalex.org/W6721619393","https://openalex.org/W6737378972","https://openalex.org/W6741647778","https://openalex.org/W7000808124","https://openalex.org/W7066667914"],"related_works":["https://openalex.org/W2366403280","https://openalex.org/W1495108544","https://openalex.org/W2091301346","https://openalex.org/W2953205341","https://openalex.org/W3148229873","https://openalex.org/W2150160875","https://openalex.org/W4242223894","https://openalex.org/W1517524280","https://openalex.org/W4389760904","https://openalex.org/W4385985500"],"abstract_inverted_index":{"This":[0],"part":[1],"of":[2,11,23,80],"the":[3,8,37,137,162,173,177],"review":[4,136],"aims":[5],"to":[6,53,122,128],"reduce":[7],"start-up":[9],"burden":[10],"data":[12,98,130],"collection":[13],"and":[14,20,55,64,76,105,108,115,125,139],"descriptive":[15,109],"analytics":[16],"for":[17,144],"statistical":[18,138],"modeling":[19],"route":[21],"optimization":[22,66,163],"risk":[24,58,73,146,154],"associated":[25],"with":[26],"motor":[27],"vehicles.":[28],"From":[29],"a":[30],"data-driven":[31],"bibliometric":[32],"analysis,":[33],"we":[34,93,135],"show":[35,149],"that":[36,51,68,118,150],"literature":[38],"is":[39,87,155],"divided":[40],"into":[41],"two":[42,85],"disparate":[43],"research":[44,81,174],"streams:":[45],"(a)":[46],"predictive":[47],"or":[48],"explanatory":[49],"models":[50,142,164],"attempt":[52],"understand":[54],"quantify":[56],"crash":[57,72,145,153],"based":[59],"on":[60,70,172],"different":[61],"driving":[62],"conditions,":[63],"(b)":[65],"techniques":[67,111],"focus":[69],"minimizing":[71],"through":[74],"route/path-selection":[75],"rest-break":[77],"scheduling.":[78],"Translation":[79],"outcomes":[82,175],"between":[83],"these":[84],"streams":[86],"limited.":[88],"To":[89],"overcome":[90],"this":[91],"issue,":[92],"present":[94],"publicly":[95],"available":[96],"high-quality":[97],"sources":[99],"(different":[100],"study":[101],"designs,":[102],"outcome":[103],"variables,":[104],"predictor":[106],"variables)":[107],"analytic":[110],"(data":[112],"summarization,":[113],"visualization,":[114],"dimension":[116],"reduction)":[117],"can":[119],"be":[120],"used":[121,143],"achieve":[123],"safer-routing":[124],"provide":[126],"code":[127],"facilitate":[129],"collection/exploration":[131],"by":[132],"practitioners/researchers.":[133],"Then,":[134],"machine":[140],"learning":[141],"modeling.":[147],"We":[148],"(near)":[151],"real-time":[152],"rarely":[156],"considered,":[157],"which":[158],"might":[159],"explain":[160],"why":[161],"(reviewed":[165],"in":[166],"Part":[167],"2)":[168],"have":[169],"not":[170],"capitalized":[171],"from":[176],"first":[178],"stream.":[179]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":12},{"year":2021,"cited_by_count":10},{"year":2020,"cited_by_count":5}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
