The influence of urban built environment on traffic collisions that involved motorcycles at the macro-level scale
| dc.contributor.advisor | Valencia Cárdenas, María Catalina | |
| dc.contributor.advisor | González Calderón, Carlos Alberto | |
| dc.contributor.author | Peñaranda Márquez, Mario Alonso | |
| dc.contributor.orcid | Peñaranda Márquez, Mario Alonso [0000-0001-9240-7585] | spa |
| dc.contributor.researchgroup | Vias y Transporte (Vitra) | spa |
| dc.date.accessioned | 2025-03-19T19:58:40Z | |
| dc.date.available | 2025-03-19T19:58:40Z | |
| dc.date.issued | 2025 | |
| dc.description | Ilustraciones, mapas | spa |
| dc.description.abstract | Traffic congestion, high transit transportation prices, and e-commerce in urban areas have boosted Powered Two and Three-Wheelers (PTW) use in low to middle-income countries. Particularly, motorcycles have become popular among low socio-economic populations, given easy access to finance and low maintenance costs. This vulnerable road user plays an important role in traffic road safety, although it remains understudied. Therefore, understanding the factors influencing motorcycle-related crash severity is relevant to bridging the road safety research gap. To do so, a case study in Medellin, Colombia, was conducted to determine the main contributing factors of the built environment to motorcyclerelated crash frequency. Geostatistics and spatial econometric models were computed to compare property damage (PD) and injured/death (ID) outputs of motorcycle– vehicle collisions between 2015 and 2018. Moran’s I and Lagrange Multiplier statistic results suggest the spatial autocorrelation of the data, thus the Spatial Durbin Model (SDM) was used to model and forecast motorcycle–related collisions at the macro – level scale. Lowstatus areas are associated with 16.2% and 19.0% lower PD and ID collision rates, respectively, while high-status showed a 21.0% reduction in ID collisions. In contrast, highmixture areas correspond to 27.2% and 21.2% higher PD and ID collision rates. Regarding road infrastructure, longer main roads are linked to 14.8% and 15.6% increases in PD and ID collisions, while 4-legged intersections are associated with a 20.4% rise in ID collisions. Additionally, a higher number of establishments corresponds to 42.3% and 29.2% increases in PD and ID collisions. (Tomado de la fuente) | eng |
| dc.description.abstract | El auge del comercio electrónico, la congestión vehicular y los costos del transporte público han incrementado el uso de motocicletas en países de ingresos medios-bajos, especialmente en poblaciones de bajos recursos por su fácil financiamiento y bajo costo de mantenimiento. A pesar de su vulnerabilidad en seguridad vial, su estudio ha sido limitado a nivel municipal. Con el fin de reducir esta brecha, se analizó Medellín, Colombia, para identificar los factores del ambiente construido asociados con la ocurrencia y severidad de choque de motocicletas entre 2015 y 2018. Se aplicaron técnicas geoespaciales y modelos econométricos para comparar colisiones solo daños (SD) y lesionados/fallecidos (LF). El índice de Moran y los multiplicadores de Lagrange sugieren autocorrelación, por lo tanto, el modelo espacial de Durbin se implementó para su análisis y predicción. Los resultados sugieren que las áreas de alto estrato socioeconómico se asocian con 21.0% menos colisiones LF, mientras que áreas de bajo estrato socioeconómico presentan 16.2% y 19.0% menos colisiones SD y LF, respectivamente. En contraste, áreas de alta mixtura muestran incrementos de 27.2% y 21.2% en SD y LF. Con respecto a la infraestructura vial, la longitud de las arterias se vincula con aumentos del 14.8% y 15.6% en SD y LF, mientras que las intersecciones de cuatro ramas se asocian con un aumento del 20.4% en LF. Además, mayor cantidad de establecimientos comerciales corresponde a incrementos del 42.3% and 29.2% colisiones SD y LF. | spa |
| dc.description.curriculararea | Ingeniería Civil.Sede Medellín | spa |
| dc.description.degreelevel | Maestría | spa |
| dc.description.degreename | Magister en Ingeniería - Infraestructura y Sistemas de Transporte | spa |
| dc.description.researcharea | Seguridad Vial | spa |
| dc.format.extent | 90 páginas | spa |
| dc.format.mimetype | application/pdf | spa |
| dc.identifier.instname | Universidad Nacional de Colombia | spa |
| dc.identifier.repo | Repositorio Institucional Universidad Nacional de Colombia | |
| dc.identifier.repourl | https://repositorio.unal.edu.co/ | spa |
| dc.identifier.uri | https://repositorio.unal.edu.co/handle/unal/87696 | |
| dc.language.iso | eng | spa |
| dc.publisher | Universidad Nacional de Colombia | spa |
| dc.publisher.branch | Universidad Nacional de Colombia - Sede Medellín | spa |
| dc.publisher.faculty | Facultad de Minas | spa |
| dc.publisher.place | Medellín, Colombia | spa |
| dc.publisher.program | Medellín - Minas - Maestría en Ingeniería - Infraestructura y Sistemas de Transporte | spa |
| dc.relation.indexed | LaReferencia | spa |
| dc.relation.references | 1. International Transport Forum (2017) Benchmarking Road Safety in Latin America. www.itf-oecd.org. | spa |
| dc.relation.references | 2. High-level Advisory Group on Sustainable Transport (2016) Mobilizing Sustainable Transport for Development. | spa |
| dc.relation.references | 3. World Organization Health (2022) Road Traffic Injuries. https://www.who.int/news-room/fact-sheets/detail/road-traffic-injuries#:~:text=Approximately%201.3%20million%20people%20die,pedestrians%2C%20cyclists%2C%20and%20motorcyclists. Accessed 16 Sep 2022 | spa |
| dc.relation.references | 4. World Health Organization (2023) Global status report on road safety 2023. Geneva | spa |
| dc.relation.references | 5. Sustainable Mobility for All (2017) Global Mobility Report 2017: Tracking Sector Performance. Washington DC | spa |
| dc.relation.references | 6. World Health Organization (2022) Powered Two-and Three-Wheeler Safety: A road safety manual for decision-makers and practitioners, second edition. Geneva | spa |
| dc.relation.references | 7. Quy Nguyen-Phuoc D, An Ngoc Nguyen N, Nguyen MH, Ngoc Thi Nguyen L, Oviedo-Trespalacios O (2022) Factors influencing road safety compliance among food delivery riders: An extension of the job demands-resources (JD-R) model. Transp Res Part A Policy Pract 166:541–556 | spa |
| dc.relation.references | 8. Christie N, Ward H (2023) Delivering hot food on motorcycles: A mixed method study of the impact of business model on rider behaviour and safety. Saf Sci. https://doi.org/10.1016/j.ssci.2022.105991 | spa |
| dc.relation.references | 9. Kanitpong K, Jensupakarn A, Dabsomsri P, Issalakul K (2024) Characteristics of motorcycle crashes in Thailand and factors affecting crash severity: Evidence from in-depth crash investigation. Transportation Engineering 16:100227 | spa |
| dc.relation.references | 10. Neki K, Mitra S, Wambulwa WM, Job RFS (2023) Profile of low and middle-income countries with increases versus decreases in road crash fatality population rates and necessity of motorcycle safety. J Safety Res 84:129–137 | spa |
| dc.relation.references | 11. Agencia Nacional de Seguridad Vial (2022) Anuario Nacional de Siniestralidad Vial - Colombia 2021. Bogotá | spa |
| dc.relation.references | 12. Kaklauskas A, Gudauskas R (2016) Intelligent decision-support systems and the Internet of Things for the smart built environment. In: Start-Up Creation. Elsevier, pp 413–449 | spa |
| dc.relation.references | 13. Merlin LA, Guerra E, Dumbaugh E (2020) Crash risk, crash exposure, and the built environment: A conceptual review. Accid Anal Prev 134:105244 | spa |
| dc.relation.references | 14. Albalate D, Fageda X (2021) On the relationship between congestion and road safety in cities. Transp Policy (Oxf) 105:145–152 | spa |
| dc.relation.references | 15. Li Y, Karim MM, Qin R, Sun Z, Wang Z, Yin Z (2021) Crash report data analysis for creating scenario-wise, spatio-temporal attention guidance to support computer vision-based perception of fatal crash risks. Accid Anal Prev. https://doi.org/10.1016/j.aap.2020.105962 | spa |
| dc.relation.references | 16. (2023) What is Vision Zero? | Vision Zero Network. https://visionzeronetwork.org/about/what-is-vision-zero/. Accessed 10 Sep 2023 | spa |
| dc.relation.references | 17. Wang X, Yang J, Lee C, Ji Z, You S (2016) Macro-level safety analysis of pedestrian crashes in Shanghai, China. Accid Anal Prev 96:12–21 | spa |
| dc.relation.references | 18. Lee J, Abdel-Aty M, Jiang X (2015) Multivariate crash modeling for motor vehicle and non-motorized modesat the macroscopic level. Accid Anal Prev 78:146–154 | spa |
| dc.relation.references | 19. Vanegas JA (2003) Road Map and Principles for Built Environment Sustainability. Environ Sci Technol 37:5363–5372 | spa |
| dc.relation.references | 20. Kuo PF, Sulistyah UD, Putra IGB, Lord D (2024) Exploring the spatial relationship of e-bike and motorcycle crashes: Implications for risk reduction. J Safety Res 88:199–216 | spa |
| dc.relation.references | 21. Wang X, Pei Y, Yang M, Yuan J (2021) Meso-level hotspot identification for suburban arterials. Accid Anal Prev 156:106148 | spa |
| dc.relation.references | 22. Marengo D, Settanni M, Vidotto G (2012) Drivers’ subtypes in a sample of Italian adolescents: Relationship between personality measures and driving behaviors. Transp Res Part F Traffic Psychol Behav 15:480–490 | spa |
| dc.relation.references | 23. Hu L, Hu X, Wan J, Lin M, Huang J (2020) The injury epidemiology of adult riders in vehicle-two-wheeler crashes in China, Ningbo, 2011–2015. J Safety Res 72:21–28 | spa |
| dc.relation.references | 24. Lin M-R, Chang S-H, Pai L, Keyl PM (2003) A longitudinal study of risk factors for motorcycle crashes among junior college students in Taiwan. Accid Anal Prev 35:243–252 | spa |
| dc.relation.references | 25. Hasan AS, Jalayer M, Das S, Asif Bin Kabir M (2023) Application of machine learning models and SHAP to examine crashes involving young drivers in New Jersey. International Journal of Transportation Science and Technology. https://doi.org/10.1016/j.ijtst.2023.04.005 | spa |
| dc.relation.references | 26. Stephens AN, Brown J, de Rome L, Baldock MRJ, Fernandes R, Fitzharris M (2017) The relationship between Motorcycle Rider Behaviour Questionnaire scores and crashes for riders in Australia. Accid Anal Prev 102:202–212 | spa |
| dc.relation.references | 27. Wang S, Yu J, Ma J (2023) Identifying the heterogeneous effects of road characteristics on Motorcycle-Involved crash severities. Travel Behav Soc 33:100636 | spa |
| dc.relation.references | 28. Tamakloe R, Das S, Nimako Aidoo E, Park D (2022) Factors affecting motorcycle crash casualty severity at signalized and non-signalized intersections in Ghana: Insights from a data mining and binary logit regression approach. Accid Anal Prev 165:106517 | spa |
| dc.relation.references | 29. Druta C, Kassing A, Gibbons R, Alden VA (2020) Assessing driver behavior using shrp2 adverse weather data. J Safety Res 73:283–295 | spa |
| dc.relation.references | 30. Jou R-C, Yeh T-H, Chen R-S (2012) Risk Factors in Motorcyclist Fatalities in Taiwan. Traffic Inj Prev 13:155–162 | spa |
| dc.relation.references | 31. Yang C, Chen M, Yuan Q (2021) The geography of freight-related accidents in the era of E-commerce: Evidence from the Los Angeles metropolitan area. J Transp Geogr 92:102989 | spa |
| dc.relation.references | 32. Jia R, Khadka A, Kim I (2018) Traffic crash analysis with point-of-interest spatial clustering. Accid Anal Prev 121:223–230 | spa |
| dc.relation.references | 33. Ding H, Sze NN, Li H, Guo Y (2020) Roles of infrastructure and land use in bicycle crash exposure and frequency: A case study using Greater London bike sharing data. Accid Anal Prev 144:105652 | spa |
| dc.relation.references | 34. Pljakić M, Jovanović D, Matović B, Mićić S (2019) Macro-level accident modeling in Novi Sad: A spatial regression approach. Accid Anal Prev 132:105259 | spa |
| dc.relation.references | 35. Lee J, Yasmin S, Eluru N, Abdel-Aty M, Cai Q (2018) Analysis of crash proportion by vehicle type at traffic analysis zone level: A mixed fractional split multinomial logit modeling approach with spatial effects. Accid Anal Prev 111:12–22 | spa |
| dc.relation.references | 36. Asadi M, Ulak MB, Geurs KT, Weijermars W, Schepers P (2022) A comprehensive analysis of the relationships between the built environment and traffic safety in the Dutch urban areas. Accid Anal Prev 172:106683 | spa |
| dc.relation.references | 37. Obelheiro MR, da Silva AR, Nodari CT, Cybis HBB, Lindau LA (2020) A new zone system to analyze the spatial relationships between the built environment and traffic safety. J Transp Geogr 84:102699 | spa |
| dc.relation.references | 38. Zafri NM, Khan A (2022) A spatial regression modeling framework for examining relationships between the built environment and pedestrian crash occurrences at macroscopic level: A study in a developing country context. Geography and Sustainability 3:312–324 | spa |
| dc.relation.references | 39. Kaygisiz Ö, Senbil M, Yildiz A (2017) Influence of urban built environment on traffic accidents: The case of Eskisehir (Turkey). Case Stud Transp Policy 5:306–313 | spa |
| dc.relation.references | 40. Tokey AI, Shioma SA, Uddin MS (2023) Assessing the effectiveness of built environment-based safety measures in urban and rural areas for reducing the non-motorist crashes. Heliyon 9:e14076 | spa |
| dc.relation.references | 41. Tang J, Gao F, Liu F, Han C, Lee J (2020) Spatial heterogeneity analysis of macro-level crashes using geographically weighted Poisson quantile regression. Accid Anal Prev 148:105833 | spa |
| dc.relation.references | 42. Soltani A, Askari S (2017) Exploring spatial autocorrelation of traffic crashes based on severity. Injury 48:637–647 | spa |
| dc.relation.references | 43. Naik B, Tung L-W, Zhao S, Khattak AJ (2016) Weather impacts on single-vehicle truck crash injury severity. J Safety Res 58:57–65 | spa |
| dc.relation.references | 44. Lizarazo C, Valencia V (2018) Macroscopic spatial analysis of pedestrian crashes in Medellin, Colombia. Transp Res Rec 2672:54–62 | spa |
| dc.relation.references | 45. Forrest M, Heydari S, Cherrett T (2023) Examining the impact of exposure, built environment and socio-demographics on pedestrian safety: A case study of Greater London. Saf Sci 159:106015 | spa |
| dc.relation.references | 46. Su J, Sze NN, Bai L (2021) A joint probability model for pedestrian crashes at macroscopic level: Roles of environment, traffic, and population characteristics. Accid Anal Prev 150:105898 | spa |
| dc.relation.references | 47. Hezaveh AM, Arvin R, Cherry CR (2019) A geographically weighted regression to estimate the comprehensive cost of traffic crashes at a zonal level. Accid Anal Prev 131:15–24 | spa |
| dc.relation.references | 48. Saadat S, Rahmani K, Moradi A, Zaini S ad D, Darabi F (2019) Spatial analysis of driving accidents leading to deaths related to motorcyclists in Tehran. Chinese Journal of Traumatology - English Edition 22:148–154 | spa |
| dc.relation.references | 49. Li J, Li C, Zhao X, Wang X (2024) Do road network patterns and points of interest influence bicycle safety? Evidence from dockless bike sharing in China and policy implications for traffic safety planning. Transp Policy (Oxf) 149:21–35 | spa |
| dc.relation.references | 50. Li X, Yu S, Huang X, Dadashova B, Cui W, Zhang Z (2022) Do underserved and socially vulnerable communities observe more crashes? A spatial examination of social vulnerability and crash risks in Texas. Accid Anal Prev 173:106721 | spa |
| dc.relation.references | 51. Fotheringham AS, Rogerson PA (2008) The SAGE Handbook of Spatial Analysis. Sage | spa |
| dc.relation.references | 52. Rey S, Arribas-Bel D, Wolf LJ (2023) Geographic Data Science with Python, First edition. https://doi.org/10.1201/9780429292507 | spa |
| dc.relation.references | 53. Schabenberger O, Gotway CA (2005) Statistical Methods for Spatial Data Analysis. Taylor & Francis Group | spa |
| dc.relation.references | 54. Ding H, Lu Y, Sze NN, Antoniou C, Guo Y (2023) A crash feature-based allocation method for boundary crash problem in spatial analysis of bicycle crashes. Anal Methods Accid Res 37:100251 | spa |
| dc.relation.references | 55. Lee J, Abdel-Aty M, Jiang X (2014) Development of zone system for macro-level traffic safety analysis. J Transp Geogr 38:13–21 | spa |
| dc.relation.references | 56. Cai Q, Abdel-Aty M, Lee J, Eluru N (2017) Comparative analysis of zonal systems for macro-level crash modeling. J Safety Res 61:157–166 | spa |
| dc.relation.references | 57. Xu P, Huang H, Dong N, Abdel-Aty M (2014) Sensitivity analysis in the context of regional safety modeling: Identifying and assessing the modifiable areal unit problem. Accid Anal Prev 70:110–120 | spa |
| dc.relation.references | 58. Washington S, Karlaftis M, Mannering F, Anastasopoulos P (2020) Statistical and Econometric Methods for Transportation Data Analysis, Third Edition. Taylor & Francis Group, New York | spa |
| dc.relation.references | 59. Salkind N (2007) Encyclopedia of Measurement and Statistics. https://doi.org/10.4135/9781412952644 | spa |
| dc.relation.references | 60. Vaughan L (2001) Statistical methods for the information professional: A practical, painless approach to understanding, using, and interpreting statistics. Information Today, Inc. | spa |
| dc.relation.references | 61. Härdle WK, Simar L (2015) Applied Multivariate Statistical Analysis. https://doi.org/10.1007/978-3-662-45171-7 | spa |
| dc.relation.references | 62. Khan IU, Vachal K, Ebrahimi S, Wadhwa SS (2023) Hotspot analysis of single-vehicle lane departure crashes in North Dakota. IATSS Research 47:25–34 | spa |
| dc.relation.references | 63. O’sullivan D, Unwin D (2003) Geographic Information Analysis, First edition. John Wiley & Sons | spa |
| dc.relation.references | 64. Aristizabal E Spatial Association. AnalisisGeoespacial/Notebooks/14_SpatialAssociation.ipynb at master · edieraristizabal/AnalisisGeoespacial. Accessed 21 Sep 2023 | spa |
| dc.relation.references | 65. Li X, Yu S, Huang X, Dadashova B, Cui W, Zhang Z (2022) Do underserved and socially vulnerable communities observe more crashes? A spatial examination of social vulnerability and crash risks in Texas. Accid Anal Prev 173:106721 | spa |
| dc.relation.references | 66. Pljakić M, Jovanović D, Matović B (2022) The influence of traffic-infrastructure factors on pedestrian accidents at the macro-level: The geographically weighted regression approach. J Safety Res 83:248–259 | spa |
| dc.relation.references | 67. Anselin L (2005) Exploring Spatial Data with GeoDa TM : A Workbook Center for Spatially Integrated Social Science. | spa |
| dc.relation.references | 68. Anselin L, Bera B’ AK, Florax R, Yoon MJ (1996) Simple diagnostic tests for spatial dependence. | spa |
| dc.relation.references | 69. James G, Witten D, Hastie T, Tibshirani R, Taylor J (2023) An Introduction to Statistical Learning. https://doi.org/10.1007/978-3-031-38747-0 | spa |
| dc.relation.references | 70. Alcaldia de Medellin (2013) PLAN DE MOVILIDAD SEGURA DE MEDELLÍN 2013-2020 (PMSM 2013-2020) “Movilidad para la vida.” Medellin | spa |
| dc.relation.references | 71. Centro Iberoamericano de Desarrollo Estrategico Urbano (2020) Medellin. https://www.cideu.org/miembro/medellin/. Accessed 23 Sep 2024 | spa |
| dc.relation.references | 72. Sotomayor L (2015) Equitable planning through territories of exception: the contours of Medellin’s urban development projects. International Development Planning Review 37:373–397 | spa |
| dc.relation.references | 73. Banco Interamericano de Desarrollo (2022) Análisis y evaluación de medidas de seguridad vial para motociclistas en Medellín. Medellin | spa |
| dc.relation.references | 74. Congreso de la República de Colombia (1993) Ley 105/1993, de 30 de diciembre - Por la cual se dictan disposiciones básicas sobre el transporte, se redistribuyen competencias y recursos entre la Nación y las Entidades Territoriales, se reglamenta la planeación en el sector transporte y se dictan otras disposiciones. Colombia | spa |
| dc.relation.references | 75. Congreso de la República de Colombia (1998) Ley 488/1998, de 28 de diciembre - Por la cual se expiden normas en materia Tributaria y se dictan otras disposiciones fiscales de las Entidades Territoriales. Colombia | spa |
| dc.relation.references | 76. Área Metropolitana del Valle de Aburrá (2017) Encuesta Origen Destino. https://www.metropol.gov.co/observatorio/Paginas/encuestaorigendestino.aspx#header-web. Accessed 27 Jun 2023 | spa |
| dc.relation.references | 77. Vargas Gamboa A, Bonilla González J (2021) Anuario Territorial de Siniestralidad Vial - Medellín, 2021. Bogotá | spa |
| dc.relation.references | 78. Lugo-Agudelo LH, Castro-García PA, Mejía-Mejía A, Cano-Restrepo BC, Vélez-Jaramillo DA, García-García HI (2017) Determinantes de los costos de la atención y la rehabilitación de personas lesionadas en accidentes de tránsito en Medellín, Colombia. Gerencia y Políticas de Salud. https://doi.org/10.11144/Javeriana.rgyps15-31.dcar | spa |
| dc.relation.references | 79. Carter D, Srinivasan R (2017) Road Safety Fundamentals: Concepts, Strategies, and Practices that Reduce Fatalities and Injuries on the Road. | spa |
| dc.relation.references | 80. Aristizabal E (2023) Guide to Choropleth Maps. https://github.com/edieraristizabal/AnalisisGeoespacial/blob/master/Notebooks/13_Choropleth.ipynb. Accessed 26 Sep 2024 | spa |
| dc.relation.references | 81. Greenstein R, Sabatini F, Smolka M (2000) Urban Spatial Agregation: Forces, consequences, and policy response. LandLines 12:1–12 | spa |
| dc.relation.references | 82. Useche AF, Sarmiento OL, Álvarez-Rivadulla MJ, Medina P, Higuera-Mendieta D, Montes F (2024) Spatial segregation patterns and association with built environment features in Colombian cities. Cities 152:105217 | spa |
| dc.relation.references | 83. Sabatini F (2006) The Social Spatial Segregation in the Cities of Latin America. https://doi.org/10.18235/0006536 | spa |
| dc.relation.references | 84. Sotomayor L (2015) Equitable planning through territories of exception: the contours of Medellin’s urban development projects. International Development Planning Review 37:373–397 | spa |
| dc.relation.references | 85. Alcaldia de Medellin (2014) Ley 388/1997 - Acuerdo 48 de 2014, de 17 de diciembre - Por medio del cual se adopta la revisión y ajuste de largo plazo del Plan de Ordenamiento Territorial del Municipio de Medellín y se dictan otras disposiciones complementarias. Colombia | spa |
| dc.relation.references | 86. Lu C-T, Chen D, Kou Y (2003) Algorithms for spatial outlier detection. In: Third IEEE International Conference on Data Mining. IEEE Comput. Soc, pp 597–600 | spa |
| dc.relation.references | 87. Singh D, Singh B (2020) Investigating the impact of data normalization on classification performance. Appl Soft Comput 97:105524 | spa |
| dc.relation.references | 88. Patel V, Mehta R (2011) Impact of Outlier Removal and Normalization Approach in Modified k-Means Clustering Algorithm. IJCSI 8:331–336 | spa |
| dc.relation.references | 89. Ji S, Wang Y, Wang Y (2021) Geographically weighted poisson regression under linear model of coregionalization assistance: Application to a bicycle crash study. Accid Anal Prev 159:106230 | spa |
| dc.relation.references | 90. Oliveira LK de, Cordeiro CH de OL, Oliveira IK de, Andrade M (2024) Exploring the relationship between socioeconomic and delivery factors, traffic violations, and crashes involving motorcycle couriers. Case Stud Transp Policy 15:101111 | spa |
| dc.relation.references | 91. Rusli R, Mohammad MZ, Azreena Kamaluddin N, Bakar H, Hafzi Md Isa M (2022) A comparison of characteristics between food delivery riders with and without traffic crash experience during delivery in Malaysia. Case Stud Transp Policy 10:2244–2250 | spa |
| dc.relation.references | 92. Guo Q, Xu P, Pei X, Wong SC, Yao D (2017) The effect of road network patterns on pedestrian safety: A zone-based Bayesian spatial modeling approach. Accid Anal Prev 99:114–124 | spa |
| dc.rights.accessrights | info:eu-repo/semantics/openAccess | spa |
| dc.rights.license | Atribución-NoComercial-CompartirIgual 4.0 Internacional | spa |
| dc.rights.uri | http://creativecommons.org/licenses/by-nc-sa/4.0/ | spa |
| dc.subject.ddc | 380 - Comercio , comunicaciones, transporte::388 - Transporte | spa |
| dc.subject.ddc | 620 - Ingeniería y operaciones afines::624 - Ingeniería civil | spa |
| dc.subject.lemb | Seguridad vial - Medellín (Antioquia, Colombia) | |
| dc.subject.lemb | Accidentes de tránsito - Medellín (Antioquia, Colombia) | |
| dc.subject.lemb | Modelos econométricos | |
| dc.subject.proposal | Modelos Econométricos Espaciales | spa |
| dc.subject.proposal | Seguridad Vial | spa |
| dc.subject.proposal | Motocicletas | spa |
| dc.subject.proposal | Colisiones | spa |
| dc.subject.proposal | Macro Análisis | spa |
| dc.subject.proposal | Spatial Econometric Models | eng |
| dc.subject.proposal | Road Traffic Safety | eng |
| dc.subject.proposal | Macro-level Analysis | eng |
| dc.subject.proposal | Motorcycles | eng |
| dc.subject.proposal | Collisions | eng |
| dc.title | The influence of urban built environment on traffic collisions that involved motorcycles at the macro-level scale | eng |
| dc.title.translated | La influencia del ambiente construido en colisiones de tránsito que involucraron motocicletas desde una escala macroscópica | spa |
| dc.type | Trabajo de grado - Maestría | spa |
| dc.type.coar | http://purl.org/coar/resource_type/c_bdcc | spa |
| dc.type.coarversion | http://purl.org/coar/version/c_ab4af688f83e57aa | spa |
| dc.type.content | Text | spa |
| dc.type.driver | info:eu-repo/semantics/masterThesis | spa |
| dc.type.redcol | http://purl.org/redcol/resource_type/TM | spa |
| dc.type.version | info:eu-repo/semantics/acceptedVersion | spa |
| dcterms.audience.professionaldevelopment | Estudiantes | spa |
| dcterms.audience.professionaldevelopment | Investigadores | spa |
| dcterms.audience.professionaldevelopment | Maestros | spa |
| dcterms.audience.professionaldevelopment | Público general | spa |
| oaire.accessrights | http://purl.org/coar/access_right/c_abf2 | spa |
Archivos
Bloque original
1 - 1 de 1
Cargando...
- Nombre:
- 1216726163.2025.pdf
- Tamaño:
- 2.32 MB
- Formato:
- Adobe Portable Document Format
- Descripción:
- Tesis de Maestría en Ingeniería - Infraestructura y Sistemas de Transporte
Bloque de licencias
1 - 1 de 1
Cargando...
- Nombre:
- license.txt
- Tamaño:
- 5.74 KB
- Formato:
- Item-specific license agreed upon to submission
- Descripción:

