{"id":"https://openalex.org/W7224095780","doi":"https://doi.org/10.13166/jms/241829","title":"Traffic safety, sustainable mobility and human rights: data-driven analysis of traffic accidents in Serbia","display_name":"Traffic safety, sustainable mobility and human rights: data-driven analysis of traffic accidents in Serbia","publication_year":2026,"publication_date":"2026-10-29","ids":{"openalex":"https://openalex.org/W7224095780","doi":"https://doi.org/10.13166/jms/241829"},"language":"en","primary_location":{"id":"doi:10.13166/jms/241829","doi":"https://doi.org/10.13166/jms/241829","is_oa":true,"landing_page_url":"https://doi.org/10.13166/jms/241829","pdf_url":"https://www.jomswsge.com/pdf-241829-149621?filename=Traffic-safety--sustainab.pdf","source":{"id":"https://openalex.org/S2764839306","display_name":"Journal of Modern Science","issn_l":"1734-2031","issn":["1734-2031","2391-789X"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["anvur-class-a","anvur-scientific","doaj","erih-plus","poland-100"],"host_organization":"https://openalex.org/P4310317449","host_organization_name":"Alcide De Gasperi University of Euroregional Economy in J\u00f3zef\u00f3w","host_organization_lineage":["https://openalex.org/P4310317449"],"host_organization_lineage_names":["Alcide De Gasperi University of Euroregional Economy in J\u00f3zef\u00f3w"],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Modern Science","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.jomswsge.com/pdf-241829-149621?filename=Traffic-safety--sustainab.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101891063","display_name":"Dragana Radosavljevi\u0107","orcid":"https://orcid.org/0000-0003-0243-2213","observed_orcids":["https://orcid.org/0000-0003-0243-2213"]},"institutions":[{"id":"https://openalex.org/I4387155013","display_name":"University of Pri\u0161tina - Kosovska Mitrovica","ror":"https://ror.org/050p80d78","country_code":"XK","type":"education","lineage":["https://openalex.org/I4387155013"]},{"id":"https://openalex.org/I78768387","display_name":"University of Prishtina","ror":"https://ror.org/05t3p2g92","country_code":"XK","type":"education","lineage":["https://openalex.org/I78768387"]}],"countries":["XK"],"is_corresponding":false,"raw_author_name":"Dragana Radosavljevi\u0107","raw_affiliation_strings":["University of Pri\u0161tina in Kosovska Mitrovica , Serbia"],"raw_orcid":"https://orcid.org/0000-0003-0243-2213","affiliations":[{"raw_affiliation_string":"University of Pri\u0161tina in Kosovska Mitrovica , Serbia","institution_ids":["https://openalex.org/I4387155013","https://openalex.org/I78768387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010471142","display_name":"Aleksandra Petrovi\u0107","orcid":"https://orcid.org/0000-0002-8062-9751","observed_orcids":["https://orcid.org/0000-0002-8062-9751"]},"institutions":[{"id":"https://openalex.org/I4387155013","display_name":"University of Pri\u0161tina - Kosovska Mitrovica","ror":"https://ror.org/050p80d78","country_code":"XK","type":"education","lineage":["https://openalex.org/I4387155013"]},{"id":"https://openalex.org/I78768387","display_name":"University of Prishtina","ror":"https://ror.org/05t3p2g92","country_code":"XK","type":"education","lineage":["https://openalex.org/I78768387"]}],"countries":["XK"],"is_corresponding":false,"raw_author_name":"Aleksandra Petrovic","raw_affiliation_strings":["University of Pri\u0161tina in Kosovska Mitrovica , Serbia"],"raw_orcid":"https://orcid.org/0000-0002-8062-9751","affiliations":[{"raw_affiliation_string":"University of Pri\u0161tina in Kosovska Mitrovica , Serbia","institution_ids":["https://openalex.org/I4387155013","https://openalex.org/I78768387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027281293","display_name":"Vladimir Maksimovi\u0107","orcid":"https://orcid.org/0000-0001-8479-0027","observed_orcids":["https://orcid.org/0000-0001-8479-0027"]},"institutions":[{"id":"https://openalex.org/I4387155013","display_name":"University of Pri\u0161tina - Kosovska Mitrovica","ror":"https://ror.org/050p80d78","country_code":"XK","type":"education","lineage":["https://openalex.org/I4387155013"]},{"id":"https://openalex.org/I78768387","display_name":"University of Prishtina","ror":"https://ror.org/05t3p2g92","country_code":"XK","type":"education","lineage":["https://openalex.org/I78768387"]}],"countries":["XK"],"is_corresponding":false,"raw_author_name":"Vladimir Maksimovi\u0107","raw_affiliation_strings":["University of Pri\u0161tina in Kosovska Mitrovica , Serbia"],"raw_orcid":"https://orcid.org/0000-0001-8479-0027","affiliations":[{"raw_affiliation_string":"University of Pri\u0161tina in Kosovska Mitrovica , Serbia","institution_ids":["https://openalex.org/I4387155013","https://openalex.org/I78768387"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087575382","display_name":"Iwona Florek","orcid":"https://orcid.org/0000-0003-0194-3361","observed_orcids":["https://orcid.org/0000-0003-0194-3361"]},"institutions":[{"id":"https://openalex.org/I4210116110","display_name":"Alcide De Gasperi University of Euroregional Economy in J\u00f3zef\u00f3w","ror":"https://ror.org/022qy6h97","country_code":"PL","type":"education","lineage":["https://openalex.org/I4210116110"]}],"countries":["PL"],"is_corresponding":true,"raw_author_name":"Iwona Barbara Florek","raw_affiliation_strings":["WSGE University of Applied Science in J\u00f3zef\u00f3w , Poland"],"raw_orcid":"https://orcid.org/0000-0003-0194-3361","affiliations":[{"raw_affiliation_string":"WSGE University of Applied Science in J\u00f3zef\u00f3w , Poland","institution_ids":["https://openalex.org/I4210116110"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5087575382"],"corresponding_institution_ids":["https://openalex.org/I4210116110"],"apc_list":{"value":170,"currency":"EUR","value_usd":183},"apc_paid":{"value":170,"currency":"EUR","value_usd":183},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.82846551,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"67","issue":"3","first_page":"145","last_page":"157"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10370","display_name":"Traffic and Road Safety","score":0.9692000150680542,"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":0.9692000150680542,"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/T13373","display_name":"Data Mining and Machine Learning Applications","score":0.021900000050663948,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12406","display_name":"IoT and GPS-based Vehicle Safety Systems","score":0.0020000000949949026,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/traffic-accidents","display_name":"traffic accidents","score":0.9649999737739563},{"id":"https://openalex.org/keywords/road-safety","display_name":"road safety","score":0.746999979019165},{"id":"https://openalex.org/keywords/sustainable-transport","display_name":"sustainable transport","score":0.8650000095367432},{"id":"https://openalex.org/keywords/human-rights","display_name":"human rights","score":0.9919999837875366},{"id":"https://openalex.org/keywords/injury-severity","display_name":"injury severity","score":0.41999998688697815},{"id":"https://openalex.org/keywords/accident-classification","display_name":"accident classification","score":0.6959999799728394},{"id":"https://openalex.org/keywords/serbia","display_name":"Serbia","score":0.6990000009536743}],"concepts":[{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.8317999839782715},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.5260999798774719},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.48890000581741333},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.47859999537467957},{"id":"https://openalex.org/C207201462","wikidata":"https://www.wikidata.org/wiki/Q182505","display_name":"Bayes' theorem","level":3,"score":0.439300000667572},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.4065999984741211},{"id":"https://openalex.org/C2985695025","wikidata":"https://www.wikidata.org/wiki/Q4323994","display_name":"Road traffic","level":2,"score":0.3481000065803528},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3181000053882599},{"id":"https://openalex.org/C100660578","wikidata":"https://www.wikidata.org/wiki/Q18733","display_name":"Recall","level":2,"score":0.30709999799728394},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.27149999141693115},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.27140000462532043},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.26739999651908875},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.2540000081062317}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.13166/jms/241829","doi":"https://doi.org/10.13166/jms/241829","is_oa":true,"landing_page_url":"https://doi.org/10.13166/jms/241829","pdf_url":"https://www.jomswsge.com/pdf-241829-149621?filename=Traffic-safety--sustainab.pdf","source":{"id":"https://openalex.org/S2764839306","display_name":"Journal of Modern Science","issn_l":"1734-2031","issn":["1734-2031","2391-789X"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["anvur-class-a","anvur-scientific","doaj","erih-plus","poland-100"],"host_organization":"https://openalex.org/P4310317449","host_organization_name":"Alcide De Gasperi University of Euroregional Economy in J\u00f3zef\u00f3w","host_organization_lineage":["https://openalex.org/P4310317449"],"host_organization_lineage_names":["Alcide De Gasperi University of Euroregional Economy in J\u00f3zef\u00f3w"],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Modern Science","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.13166/jms/241829","doi":"https://doi.org/10.13166/jms/241829","is_oa":true,"landing_page_url":"https://doi.org/10.13166/jms/241829","pdf_url":"https://www.jomswsge.com/pdf-241829-149621?filename=Traffic-safety--sustainab.pdf","source":{"id":"https://openalex.org/S2764839306","display_name":"Journal of Modern Science","issn_l":"1734-2031","issn":["1734-2031","2391-789X"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["anvur-class-a","anvur-scientific","doaj","erih-plus","poland-100"],"host_organization":"https://openalex.org/P4310317449","host_organization_name":"Alcide De Gasperi University of Euroregional Economy in J\u00f3zef\u00f3w","host_organization_lineage":["https://openalex.org/P4310317449"],"host_organization_lineage_names":["Alcide De Gasperi University of Euroregional Economy in J\u00f3zef\u00f3w"],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Modern Science","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/11","score":0.8787999749183655,"display_name":"Sustainable cities and communities"},{"id":"https://metadata.un.org/sdg/3","score":0.504800021648407,"display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7224095780.pdf","grobid_xml":"https://content.openalex.org/works/W7224095780.grobid-xml"},"referenced_works_count":7,"referenced_works":["https://openalex.org/W2133990480","https://openalex.org/W2736287575","https://openalex.org/W3217362906","https://openalex.org/W4211070280","https://openalex.org/W4384939294","https://openalex.org/W4385337378","https://openalex.org/W4402714011"],"related_works":["https://openalex.org/W2150422968","https://openalex.org/W3107448830","https://openalex.org/W2782697896","https://openalex.org/W3121283817","https://openalex.org/W2921648904","https://openalex.org/W304177518","https://openalex.org/W4317192427","https://openalex.org/W4225726046","https://openalex.org/W7053292242","https://openalex.org/W2888816931"],"abstract_inverted_index":{"Objectives":[0],"This":[1],"paper":[2],"presents":[3],"the":[4,11,17,22,27,32,37,44,49,59,82,86,113,117,125,129,143,147,155,159],"application":[5],"of":[6,13,19,36,39,43,131,161],"data":[7],"mining":[8],"methods":[9,76],"in":[10,16,81],"analysis":[12,78],"traffic":[14],"accidents":[15,62,68,132,162],"Republic":[18,38],"Serbia":[20],"during":[21],"period":[23],"2022\u20132025,":[24],"based":[25,98],"on":[26,99],"open":[28],"dataset":[29],"available":[30],"through":[31],"Open":[33],"Data":[34],"Portal":[35],"Serbia.":[40],"The":[41,77,109,139],"aim":[42],"study":[45],"is":[46],"to":[47,51],"examine":[48],"extent":[50],"which":[52],"spatial,":[53],"temporal,":[54],"and":[55,67,75,93,104],"structural":[56],"attributes":[57],"enable":[58],"differentiation":[60],"between":[61],"involving":[63,69,133,163],"material":[64],"damage":[65],"only":[66],"injured":[70,134,164],"or":[71,135,165],"deceased":[72,136,166],"persons.":[73,137,167],"Material":[74],"was":[79],"conducted":[80],"Weka":[83],"environment":[84],"using":[85],"J48,":[87],"Random":[88],"Forest,":[89],"Naive":[90,122,152],"Bayes,":[91],"kNN,":[92],"Logistic":[94,114,144],"algorithms,":[95],"with":[96],"evaluation":[97],"Accuracy,":[100],"Precision,":[101],"Recall,":[102],"F1-score,":[103],"ROC":[105],"AUC":[106],"measures.":[107],"Results":[108],"results":[110,140],"indicate":[111,141],"that":[112,142],"algorithm":[115,145],"achieved":[116,146],"best":[118,148],"overall":[119,149],"performance,":[120,150],"while":[121,151],"Bayes":[123,153],"demonstrated":[124,154],"highest":[126,156],"recall":[127,157],"for":[128,158],"class":[130,160],"Conclusions":[138]},"counts_by_year":[],"updated_date":"2026-10-30T12:39:25.321706","created_date":"2026-10-29T00:00:00"}
