{"id":"https://openalex.org/W7154332967","doi":"https://doi.org/10.1007/s13177-026-00645-6","title":"Prediction of Traffic Accident Grade in Highway Tunnels Based on Random Forest","display_name":"Prediction of Traffic Accident Grade in Highway Tunnels Based on Random Forest","publication_year":2026,"publication_date":"2026-04-14","ids":{"openalex":"https://openalex.org/W7154332967","doi":"https://doi.org/10.1007/s13177-026-00645-6"},"language":"en","primary_location":{"id":"doi:10.1007/s13177-026-00645-6","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s13177-026-00645-6","pdf_url":null,"source":{"id":"https://openalex.org/S118678737","display_name":"International Journal of Intelligent Transportation Systems Research","issn_l":"1348-8503","issn":["1348-8503","1868-8659"],"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":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Intelligent Transportation Systems Research","raw_type":"journal-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/A5046195580","display_name":"Xuejing Du","orcid":"https://orcid.org/0009-0001-1804-228X"},"institutions":[{"id":"https://openalex.org/I47689461","display_name":"Northeast Forestry University","ror":"https://ror.org/02yxnh564","country_code":"CN","type":"education","lineage":["https://openalex.org/I47689461"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuejing Du","raw_affiliation_strings":["Northeast Forestry University, Harbin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northeast Forestry University, Harbin, China","institution_ids":["https://openalex.org/I47689461"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083057193","display_name":"\u674e\u570b\u745e","orcid":null},"institutions":[{"id":"https://openalex.org/I47689461","display_name":"Northeast Forestry University","ror":"https://ror.org/02yxnh564","country_code":"CN","type":"education","lineage":["https://openalex.org/I47689461"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guorui Li","raw_affiliation_strings":["Northeast Forestry University, Harbin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northeast Forestry University, Harbin, China","institution_ids":["https://openalex.org/I47689461"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125181319","display_name":"Zhanyu Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I47689461","display_name":"Northeast Forestry University","ror":"https://ror.org/02yxnh564","country_code":"CN","type":"education","lineage":["https://openalex.org/I47689461"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhanyu Wang","raw_affiliation_strings":["Northeast Forestry University, Harbin, China"],"raw_orcid":"https://orcid.org/0009-0003-0912-9767","affiliations":[{"raw_affiliation_string":"Northeast Forestry University, Harbin, China","institution_ids":["https://openalex.org/I47689461"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102016961","display_name":"Aihui Wang","orcid":"https://orcid.org/0000-0002-4497-7441"},"institutions":[{"id":"https://openalex.org/I4210126926","display_name":"Jiangyin Traffic Planning Survey & Design Institute (China)","ror":"https://ror.org/02ptkm873","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210126926"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Aihui Wang","raw_affiliation_strings":["Transportation Bureau of Kenli District, Dongying, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Transportation Bureau of Kenli District, Dongying, China","institution_ids":["https://openalex.org/I4210126926"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5125181319"],"corresponding_institution_ids":["https://openalex.org/I47689461"],"apc_list":{"value":2990,"currency":"USD","value_usd":2990},"apc_paid":null,"fwci":5.7301,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.95670172,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"24","issue":"2","first_page":"1152","last_page":"1171"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10370","display_name":"Traffic and Road Safety","score":0.5371999740600586,"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":0.5371999740600586,"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/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.0908999964594841,"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/T10809","display_name":"Occupational Health and Safety Research","score":0.04170000180602074,"subfield":{"id":"https://openalex.org/subfields/3614","display_name":"Radiological and Ultrasound Technology"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.7131999731063843},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.6726999878883362},{"id":"https://openalex.org/keywords/traffic-congestion","display_name":"Traffic congestion","score":0.5195000171661377},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.4796999990940094},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.47510001063346863},{"id":"https://openalex.org/keywords/accident","display_name":"Accident (philosophy)","score":0.421099990606308},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.420199990272522}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.7131999731063843},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.6726999878883362},{"id":"https://openalex.org/C2779888511","wikidata":"https://www.wikidata.org/wiki/Q244156","display_name":"Traffic congestion","level":2,"score":0.5195000171661377},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.5175999999046326},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4867999851703644},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.4796999990940094},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.47510001063346863},{"id":"https://openalex.org/C2780289543","wikidata":"https://www.wikidata.org/wiki/Q424630","display_name":"Accident (philosophy)","level":2,"score":0.421099990606308},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.420199990272522},{"id":"https://openalex.org/C2989506057","wikidata":"https://www.wikidata.org/wiki/Q9687","display_name":"Traffic accident","level":2,"score":0.3905999958515167},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.384799987077713},{"id":"https://openalex.org/C33724603","wikidata":"https://www.wikidata.org/wiki/Q812540","display_name":"Bayesian network","level":2,"score":0.37229999899864197},{"id":"https://openalex.org/C160234255","wikidata":"https://www.wikidata.org/wiki/Q812535","display_name":"Bayesian inference","level":3,"score":0.3416999876499176},{"id":"https://openalex.org/C2780952636","wikidata":"https://www.wikidata.org/wiki/Q13479512","display_name":"Incident management","level":2,"score":0.3165000081062317},{"id":"https://openalex.org/C2993660981","wikidata":"https://www.wikidata.org/wiki/Q6972762","display_name":"National forest","level":2,"score":0.29760000109672546},{"id":"https://openalex.org/C193524817","wikidata":"https://www.wikidata.org/wiki/Q386780","display_name":"Association rule learning","level":2,"score":0.2915000021457672},{"id":"https://openalex.org/C2781140086","wikidata":"https://www.wikidata.org/wiki/Q557945","display_name":"Confusion","level":2,"score":0.27880001068115234},{"id":"https://openalex.org/C3017944768","wikidata":"https://www.wikidata.org/wiki/Q1450463","display_name":"Poison control","level":2,"score":0.2777999937534332},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.2630999982357025},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2581999897956848}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s13177-026-00645-6","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s13177-026-00645-6","pdf_url":null,"source":{"id":"https://openalex.org/S118678737","display_name":"International Journal of Intelligent Transportation Systems Research","issn_l":"1348-8503","issn":["1348-8503","1868-8659"],"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":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Intelligent Transportation Systems Research","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.4517931640148163}],"awards":[{"id":"https://openalex.org/G1904597887","display_name":null,"funder_award_id":"52472357","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W2148143831","https://openalex.org/W2605296205","https://openalex.org/W2885898917","https://openalex.org/W2889489925","https://openalex.org/W2908389900","https://openalex.org/W2911964244","https://openalex.org/W2944080075","https://openalex.org/W3016550786","https://openalex.org/W3100353320","https://openalex.org/W4226405024","https://openalex.org/W4319440823","https://openalex.org/W4379185525","https://openalex.org/W4385258095","https://openalex.org/W4385490571","https://openalex.org/W4399767272","https://openalex.org/W4400031517","https://openalex.org/W4400465219","https://openalex.org/W4401958287","https://openalex.org/W4408420424"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-08-09T07:27:16.801131","created_date":"2026-04-15T00:00:00"}