{"id":"https://openalex.org/W4383900232","doi":"https://doi.org/10.1007/978-3-031-37872-0_5","title":"Machine Learning Prediction of Weather-Induced Road Crash Events for Experienced and Novice Drivers: Insights from a Driving Simulator Study","display_name":"Machine Learning Prediction of Weather-Induced Road Crash Events for Experienced and Novice Drivers: Insights from a Driving Simulator Study","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4383900232","doi":"https://doi.org/10.1007/978-3-031-37872-0_5"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-37872-0_5","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-37872-0_5","pdf_url":null,"source":{"id":"https://openalex.org/S4210177767","display_name":"Lecture notes in business information processing","issn_l":"1865-1348","issn":["1865-1348","1865-1356"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Business Information Processing","raw_type":"book-chapter"},"type":"book-chapter","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/A5090082798","display_name":"Zouhair Elamrani Abou Elassad","orcid":"https://orcid.org/0000-0003-0051-9374"},"institutions":[{"id":"https://openalex.org/I119856527","display_name":"Cadi Ayyad University","ror":"https://ror.org/04xf6nm78","country_code":"MA","type":"education","lineage":["https://openalex.org/I119856527"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Zouhair Elamrani Abou Elassad","raw_affiliation_strings":["SARS Research Team, ENSAS, Cadi Ayyad University, Safi, Morocco"],"affiliations":[{"raw_affiliation_string":"SARS Research Team, ENSAS, Cadi Ayyad University, Safi, Morocco","institution_ids":["https://openalex.org/I119856527"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113052358","display_name":"Mohamed Ameksa","orcid":null},"institutions":[{"id":"https://openalex.org/I119856527","display_name":"Cadi Ayyad University","ror":"https://ror.org/04xf6nm78","country_code":"MA","type":"education","lineage":["https://openalex.org/I119856527"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Mohamed Ameksa","raw_affiliation_strings":["LISI Laboratory, FSSM, Cadi Ayyad University, Marrakesh, Morocco"],"affiliations":[{"raw_affiliation_string":"LISI Laboratory, FSSM, Cadi Ayyad University, Marrakesh, Morocco","institution_ids":["https://openalex.org/I119856527"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092446274","display_name":"Dauha Elamrani Abou Elassad","orcid":null},"institutions":[{"id":"https://openalex.org/I119856527","display_name":"Cadi Ayyad University","ror":"https://ror.org/04xf6nm78","country_code":"MA","type":"education","lineage":["https://openalex.org/I119856527"]}],"countries":["MA"],"is_corresponding":true,"raw_author_name":"Dauha Elamrani Abou Elassad","raw_affiliation_strings":["SARS Research Team, ENSAS, Cadi Ayyad University, Safi, Morocco"],"affiliations":[{"raw_affiliation_string":"SARS Research Team, ENSAS, Cadi Ayyad University, Safi, Morocco","institution_ids":["https://openalex.org/I119856527"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083243519","display_name":"Hajar Mousannif","orcid":"https://orcid.org/0000-0002-1307-4215"},"institutions":[{"id":"https://openalex.org/I119856527","display_name":"Cadi Ayyad University","ror":"https://ror.org/04xf6nm78","country_code":"MA","type":"education","lineage":["https://openalex.org/I119856527"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Hajar Mousannif","raw_affiliation_strings":["LISI Laboratory, FSSM, Cadi Ayyad University, Marrakesh, Morocco"],"affiliations":[{"raw_affiliation_string":"LISI Laboratory, FSSM, Cadi Ayyad University, Marrakesh, Morocco","institution_ids":["https://openalex.org/I119856527"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5092446274"],"corresponding_institution_ids":["https://openalex.org/I119856527"],"apc_list":null,"apc_paid":null,"fwci":10.721,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.98349835,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"57","last_page":"73"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10370","display_name":"Traffic and Road Safety","score":0.9987000226974487,"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":0.9987000226974487,"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/T11099","display_name":"Autonomous Vehicle Technology and Safety","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9933000206947327,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/crash","display_name":"Crash","score":0.8197437524795532},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5189045071601868},{"id":"https://openalex.org/keywords/bayesian-network","display_name":"Bayesian network","score":0.49375709891319275},{"id":"https://openalex.org/keywords/driving-simulator","display_name":"Driving simulator","score":0.4844382107257843},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.482134073972702},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.45687049627304077},{"id":"https://openalex.org/keywords/throttle","display_name":"Throttle","score":0.454237163066864},{"id":"https://openalex.org/keywords/brake","display_name":"Brake","score":0.4437795579433441},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.41735705733299255},{"id":"https://openalex.org/keywords/multilayer-perceptron","display_name":"Multilayer perceptron","score":0.41339483857154846},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.40494146943092346},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3597322106361389},{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.3503949046134949},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.25542744994163513},{"id":"https://openalex.org/keywords/automotive-engineering","display_name":"Automotive engineering","score":0.19686588644981384}],"concepts":[{"id":"https://openalex.org/C183469790","wikidata":"https://www.wikidata.org/wiki/Q333501","display_name":"Crash","level":2,"score":0.8197437524795532},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5189045071601868},{"id":"https://openalex.org/C33724603","wikidata":"https://www.wikidata.org/wiki/Q812540","display_name":"Bayesian network","level":2,"score":0.49375709891319275},{"id":"https://openalex.org/C2780689630","wikidata":"https://www.wikidata.org/wiki/Q2081815","display_name":"Driving simulator","level":2,"score":0.4844382107257843},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.482134073972702},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.45687049627304077},{"id":"https://openalex.org/C72971556","wikidata":"https://www.wikidata.org/wiki/Q961356","display_name":"Throttle","level":2,"score":0.454237163066864},{"id":"https://openalex.org/C2780999251","wikidata":"https://www.wikidata.org/wiki/Q17022503","display_name":"Brake","level":2,"score":0.4437795579433441},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.41735705733299255},{"id":"https://openalex.org/C179717631","wikidata":"https://www.wikidata.org/wiki/Q2991667","display_name":"Multilayer perceptron","level":3,"score":0.41339483857154846},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.40494146943092346},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3597322106361389},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.3503949046134949},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.25542744994163513},{"id":"https://openalex.org/C171146098","wikidata":"https://www.wikidata.org/wiki/Q124192","display_name":"Automotive engineering","level":1,"score":0.19686588644981384},{"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:10.1007/978-3-031-37872-0_5","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-37872-0_5","pdf_url":null,"source":{"id":"https://openalex.org/S4210177767","display_name":"Lecture notes in business information processing","issn_l":"1865-1348","issn":["1865-1348","1865-1356"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Business Information Processing","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W2028070629","https://openalex.org/W2076063813","https://openalex.org/W2086350890","https://openalex.org/W2093829413","https://openalex.org/W2110575115","https://openalex.org/W2121677737","https://openalex.org/W2148143831","https://openalex.org/W2552048335","https://openalex.org/W2766899523","https://openalex.org/W2774287277","https://openalex.org/W2782536475","https://openalex.org/W2793667632","https://openalex.org/W2795644057","https://openalex.org/W2801076471","https://openalex.org/W2810785030","https://openalex.org/W2888809637","https://openalex.org/W2889960786","https://openalex.org/W2898887680","https://openalex.org/W2907431906","https://openalex.org/W2911288584","https://openalex.org/W2913766863","https://openalex.org/W2921820383","https://openalex.org/W2932525495","https://openalex.org/W2948212284","https://openalex.org/W2955222313","https://openalex.org/W2981697131","https://openalex.org/W2996705655","https://openalex.org/W3010406054","https://openalex.org/W3029753350","https://openalex.org/W3041256286","https://openalex.org/W3045398263","https://openalex.org/W3046111136","https://openalex.org/W3049279730","https://openalex.org/W3195631217","https://openalex.org/W4225295859","https://openalex.org/W4230674625","https://openalex.org/W4289766362","https://openalex.org/W4324353684","https://openalex.org/W4353094517","https://openalex.org/W6636452427"],"related_works":["https://openalex.org/W2136030369","https://openalex.org/W771131945","https://openalex.org/W4387011919","https://openalex.org/W2354280933","https://openalex.org/W2024334007","https://openalex.org/W4319659279","https://openalex.org/W568928641","https://openalex.org/W2053136496","https://openalex.org/W88060338","https://openalex.org/W3010833348"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":1}],"updated_date":"2026-01-24T23:23:39.755997","created_date":"2025-10-10T00:00:00"}
