This paper assesses the performance of Highway Safety Manual (HSM) predictive models when applied to Brazilian highways. The study evaluates five rural multilane highways and calculates calibration factors (C-x) of 2.62 for all types of crashes and 2.35 for Fatal or Injury (FI) crashes. The Goodness of Fit measures show that models for all types of crashes perform better than FI crashes. Additionally, the paper assesses the application of the calibrated prediction model to the atypical year of 2020, in which the COVID-19 pandemic altered traffic patterns worldwide. The HSM method was applied to 2020 using the C-x obtained from the four previous years. Results show that for 2020, the observed counts were about 10% lower than the calibrated predictive model estimate of crash frequency for all types of crashes, while the calibrated prediction of FI crashes was very close to the observed counts. The findings of this study demonstrate the usefulness of HSM predictive models in identifying high-risk areas or situations and improving road safety, contributing to making investment decisions in infrastructure and road safety more sustainable.
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Princess Alexandra Hosp, Metro South Hlth, Infect Management Serv, Woolloongabba, Qld 4102, Australia
Princess Alexandra Hosp, Metro South Hlth, Dept Pharm, Woolloongabba, Qld 4102, AustraliaUniv Queensland, PACE, Sch Pharm, Brisbane, Qld, Australia
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Denver Hlth & Hosp Author, Dept Gen Internal Med, Denver, CO USA
Denver Hlth & Hosp Author, Ambulatory Care Serv, Community Hlth Serv, Denver, CO USA
Univ Colorado, Sch Med, Dept Gen Internal Med, Anschutz Med Campus, Boulder, CO 80309 USADenver Hlth & Hosp Author, Dept Gen Internal Med, Denver, CO USA
Ryan, Patrick
Furniss, Anna
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Univ Colorado, Adult & Child Consortium Hlth Outcomes Res & Deli, Anschutz Med Campus, Boulder, CO 80309 USADenver Hlth & Hosp Author, Dept Gen Internal Med, Denver, CO USA
Furniss, Anna
Breslin, Kristin
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Denver Hlth & Hosp Author, Ambulatory Care Serv, Community Hlth Serv, Denver, CO USADenver Hlth & Hosp Author, Dept Gen Internal Med, Denver, CO USA
Breslin, Kristin
Everhart, Rachel
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Denver Hlth & Hosp Author, Ambulatory Care Serv, Community Hlth Serv, Denver, CO USA
Univ Colorado, Sch Med, Dept Gen Internal Med, Anschutz Med Campus, Boulder, CO 80309 USADenver Hlth & Hosp Author, Dept Gen Internal Med, Denver, CO USA
Everhart, Rachel
Hanratty, Rebecca
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Denver Hlth & Hosp Author, Dept Gen Internal Med, Denver, CO USA
Denver Hlth & Hosp Author, Ambulatory Care Serv, Community Hlth Serv, Denver, CO USA
Univ Colorado, Sch Med, Dept Gen Internal Med, Anschutz Med Campus, Boulder, CO 80309 USADenver Hlth & Hosp Author, Dept Gen Internal Med, Denver, CO USA
Hanratty, Rebecca
Rice, John
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Univ Colorado, Adult & Child Consortium Hlth Outcomes Res & Deli, Anschutz Med Campus, Boulder, CO 80309 USA
Univ Colorado, Dept Biostat & Informat, Colorado Sch Publ Hlth, Anschutz Med Campus, Aurora, CO 80309 USADenver Hlth & Hosp Author, Dept Gen Internal Med, Denver, CO USA
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Univ N Carolina, Div Pharmacotherapy & Expt Therapeut, Eshelman Sch Pharm, Chapel Hill, NC 27599 USAUniv N Carolina, Div Pharmacotherapy & Expt Therapeut, Eshelman Sch Pharm, Chapel Hill, NC 27599 USA
Hanafin, Patrick O.
Nation, Roger L.
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Monash Univ, Monash Inst Pharmaceut Sci, Drug Delivery Disposit & Dynam, Parkville, Vic, AustraliaUniv N Carolina, Div Pharmacotherapy & Expt Therapeut, Eshelman Sch Pharm, Chapel Hill, NC 27599 USA
Nation, Roger L.
Scheetz, Marc H.
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Midwestern Univ Chicago, Dept Pharm Practice, Coll Pharm, Downers Grove, IL USA
Midwestern Univ Chicago, Pharmacometr Ctr Excellence, Coll Pharm, Downers Grove, IL USAUniv N Carolina, Div Pharmacotherapy & Expt Therapeut, Eshelman Sch Pharm, Chapel Hill, NC 27599 USA
Scheetz, Marc H.
Zavascki, Alexandre P.
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Univ Fed Rio Grande do Sul, Med Sch, Dept Internal Med, Porto Alegre, RS, Brazil
Hosp Moinhos Vento, Infect Dis Serv, Porto Alegre, RS, BrazilUniv N Carolina, Div Pharmacotherapy & Expt Therapeut, Eshelman Sch Pharm, Chapel Hill, NC 27599 USA
Zavascki, Alexandre P.
Sandri, Ana M.
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Pontificia Univ Catolica Rio Grande do Sul, Infect Dis Serv, Hosp Sao Lucas, Porto Alegre, RS, BrazilUniv N Carolina, Div Pharmacotherapy & Expt Therapeut, Eshelman Sch Pharm, Chapel Hill, NC 27599 USA
Sandri, Ana M.
Kwa, Andrea L.
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Singapore Gen Hosp, Dept Pharm, Singapore, Singapore
Duke Natl Univ, Emerging Infect Dis, Singapore Med Sch, Singapore, SingaporeUniv N Carolina, Div Pharmacotherapy & Expt Therapeut, Eshelman Sch Pharm, Chapel Hill, NC 27599 USA
Kwa, Andrea L.
Cherng, Benjamin P. Z.
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Singapore Gen Hosp, Dept Infect Dis, Singapore, SingaporeUniv N Carolina, Div Pharmacotherapy & Expt Therapeut, Eshelman Sch Pharm, Chapel Hill, NC 27599 USA
Cherng, Benjamin P. Z.
Kubin, Christine J.
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Columbia Univ, Irving Med Ctr, New York Presbyterian Hosp, New York, NY USAUniv N Carolina, Div Pharmacotherapy & Expt Therapeut, Eshelman Sch Pharm, Chapel Hill, NC 27599 USA
Kubin, Christine J.
Yin, Michael T.
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Columbia Univ, Dept Internal Med, Div Infect Dis, Vagelos Coll Phys & Surg, New York, NY USAUniv N Carolina, Div Pharmacotherapy & Expt Therapeut, Eshelman Sch Pharm, Chapel Hill, NC 27599 USA
Yin, Michael T.
Wang, Jiping
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Monash Univ, Biomed Discovery Inst, Clayton, Vic, AustraliaUniv N Carolina, Div Pharmacotherapy & Expt Therapeut, Eshelman Sch Pharm, Chapel Hill, NC 27599 USA
Wang, Jiping
Li, Jian
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Monash Univ, Biomed Discovery Inst, Clayton, Vic, AustraliaUniv N Carolina, Div Pharmacotherapy & Expt Therapeut, Eshelman Sch Pharm, Chapel Hill, NC 27599 USA
Li, Jian
Kaye, Keith S.
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Univ Michigan, Med Sch, Div Infect Dis, Ann Arbor, MI 48109 USAUniv N Carolina, Div Pharmacotherapy & Expt Therapeut, Eshelman Sch Pharm, Chapel Hill, NC 27599 USA
Kaye, Keith S.
Rao, Gauri G.
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Univ N Carolina, Div Pharmacotherapy & Expt Therapeut, Eshelman Sch Pharm, Chapel Hill, NC 27599 USAUniv N Carolina, Div Pharmacotherapy & Expt Therapeut, Eshelman Sch Pharm, Chapel Hill, NC 27599 USA
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Tecnol Monterrey, Escuela Ingn & Ciencias, Monterrey 64849, Nuevo Leon, MexicoTecnol Monterrey, Escuela Ingn & Ciencias, Monterrey 64849, Nuevo Leon, Mexico
de la Garza, Daniela Gonzalez
Martinez-Martinez, Enrique
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Tecnol Monterrey, Escuela Ingn & Ciencias, Monterrey 64849, Nuevo Leon, MexicoTecnol Monterrey, Escuela Ingn & Ciencias, Monterrey 64849, Nuevo Leon, Mexico
Martinez-Martinez, Enrique
Fernandez Villanueva, Gerardo
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Tecnol Monterrey, Escuela Ingn & Ciencias, Monterrey 64849, Nuevo Leon, MexicoTecnol Monterrey, Escuela Ingn & Ciencias, Monterrey 64849, Nuevo Leon, Mexico
Fernandez Villanueva, Gerardo
Quiroz, Reynaldo de la Cruz
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Tecnol Monterrey, Escuela Ingn & Ciencias, Monterrey 64849, Nuevo Leon, MexicoTecnol Monterrey, Escuela Ingn & Ciencias, Monterrey 64849, Nuevo Leon, Mexico
Quiroz, Reynaldo de la Cruz
Rodriguez-Martinez, Veronica
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Tecnol Monterrey, Escuela Ingn & Ciencias, Zapopan, Jalisco, MexicoTecnol Monterrey, Escuela Ingn & Ciencias, Monterrey 64849, Nuevo Leon, Mexico
Rodriguez-Martinez, Veronica
Fagotti, Fabian
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S RL CV, Nidec Global Appliance Mexico, Apodaca 66600, Nuevo Leon, MexicoTecnol Monterrey, Escuela Ingn & Ciencias, Monterrey 64849, Nuevo Leon, Mexico
Fagotti, Fabian
Welti-Chanes, Jorge
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Tecnol Monterrey, Escuela Ingn & Ciencias, Monterrey 64849, Nuevo Leon, MexicoTecnol Monterrey, Escuela Ingn & Ciencias, Monterrey 64849, Nuevo Leon, Mexico
Welti-Chanes, Jorge
Torres, J. Antonio
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Tecnol Monterrey, Escuela Ingn & Ciencias, Monterrey 64849, Nuevo Leon, MexicoTecnol Monterrey, Escuela Ingn & Ciencias, Monterrey 64849, Nuevo Leon, Mexico