The Application of Non-Parametric Count Models for the Modeling of Female’s Accident Rates in Hamadan Province from 2009 to 2016
Background: Accidents were just one of the general health problems. According to WHO forecasts (2013), deaths from road accidents will become the fifth-highest cause of death in the world by 2030. Therefore, we have attempted the application of non-parametric count models for modeling female’s accid...
Main Authors: | , , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
Tehran University of Medical Sciences
2020-07-01
|
Series: | Iranian Journal of Public Health |
Subjects: | |
Online Access: | https://ijph.tums.ac.ir/index.php/ijph/article/view/20169 |
_version_ | 1818788449036009472 |
---|---|
author | Mostafa EGHBALIAN Abbas MOGHIMBEIGI Marzieh MAHMOODI Iraj MOHAMADFAM Razieh Sadat MIRMOEINI |
author_facet | Mostafa EGHBALIAN Abbas MOGHIMBEIGI Marzieh MAHMOODI Iraj MOHAMADFAM Razieh Sadat MIRMOEINI |
author_sort | Mostafa EGHBALIAN |
collection | DOAJ |
description | Background: Accidents were just one of the general health problems. According to WHO forecasts (2013), deaths from road accidents will become the fifth-highest cause of death in the world by 2030. Therefore, we have attempted the application of non-parametric count models for modeling female’s accident rates.
Methods: All accidents in Hamadan Province, western Iran are referred to as one of the emergency centers located in the hospitals. Data regarding the accidents were obtained from 21 emergency centers across Hamadan for the period 2009-2016. To assess the trend and pattern of the accidents, the Generalized Additive Model for the accident rate has been utilized.
Results: The Mean±SD age of the females in study was 31.23±12.88 yr old. For each of the three kinds of road accidents (car accidents, motor accidents and pedestrian crashes), the accident rates in the “residential urban” areas are lesser than in the “non-residential” area (P=<0.001) and in "public and sports grounds" and "great roads, avenues and streets" are more than in "others". For the three kinds of accidents, the functional effect in the monthly trend of the accidents was signification (P=<0.001).
Conclusion: The rates for all three kinds of accidents decreased. The increase in accident rates from the beginning of 2014 to Mar 2016 maybe due to the generalization of insurances in Iran and the increase in the number of accident victims being referred to the hospitals, which was the same with the results of other studies. |
first_indexed | 2024-12-18T14:23:50Z |
format | Article |
id | doaj.art-d7ef296a44bb4579b770a77e490818f7 |
institution | Directory Open Access Journal |
issn | 2251-6085 2251-6093 |
language | English |
last_indexed | 2024-12-18T14:23:50Z |
publishDate | 2020-07-01 |
publisher | Tehran University of Medical Sciences |
record_format | Article |
series | Iranian Journal of Public Health |
spelling | doaj.art-d7ef296a44bb4579b770a77e490818f72022-12-21T21:04:46ZengTehran University of Medical SciencesIranian Journal of Public Health2251-60852251-60932020-07-0149410.18502/ijph.v49i4.3184The Application of Non-Parametric Count Models for the Modeling of Female’s Accident Rates in Hamadan Province from 2009 to 2016Mostafa EGHBALIAN0Abbas MOGHIMBEIGI1Marzieh MAHMOODI2Iraj MOHAMADFAM3Razieh Sadat MIRMOEINI4Department of Biostatistics, School of Public Health, Hamadan University of Medical Sciences, Hamadan, IranDepartment of Biostatistics, School of Public Health, Hamadan University of Medical Sciences, Hamadan, Iran AND Modeling of Noncommunicable Disease Research Center, Hamadan University of Medical Sciences, Hamadan, IranDepartment of Biostatistics, Faculty of Health and Nutrition, Bushehr University of Medical Sciences, Bushehr, IranDepartment of Occupational Health, School of Public Health, Hamadan University of Medical Sciences, Hamadan, IranDisease Control & Prevention Center, Deputy of Health Services, Hamadan University of Medical Sciences, Hamadan, IranBackground: Accidents were just one of the general health problems. According to WHO forecasts (2013), deaths from road accidents will become the fifth-highest cause of death in the world by 2030. Therefore, we have attempted the application of non-parametric count models for modeling female’s accident rates. Methods: All accidents in Hamadan Province, western Iran are referred to as one of the emergency centers located in the hospitals. Data regarding the accidents were obtained from 21 emergency centers across Hamadan for the period 2009-2016. To assess the trend and pattern of the accidents, the Generalized Additive Model for the accident rate has been utilized. Results: The Mean±SD age of the females in study was 31.23±12.88 yr old. For each of the three kinds of road accidents (car accidents, motor accidents and pedestrian crashes), the accident rates in the “residential urban” areas are lesser than in the “non-residential” area (P=<0.001) and in "public and sports grounds" and "great roads, avenues and streets" are more than in "others". For the three kinds of accidents, the functional effect in the monthly trend of the accidents was signification (P=<0.001). Conclusion: The rates for all three kinds of accidents decreased. The increase in accident rates from the beginning of 2014 to Mar 2016 maybe due to the generalization of insurances in Iran and the increase in the number of accident victims being referred to the hospitals, which was the same with the results of other studies.https://ijph.tums.ac.ir/index.php/ijph/article/view/20169PoissonNegative binomial;Semiparametric mixed model;AccidentIran |
spellingShingle | Mostafa EGHBALIAN Abbas MOGHIMBEIGI Marzieh MAHMOODI Iraj MOHAMADFAM Razieh Sadat MIRMOEINI The Application of Non-Parametric Count Models for the Modeling of Female’s Accident Rates in Hamadan Province from 2009 to 2016 Iranian Journal of Public Health Poisson Negative binomial; Semiparametric mixed model; Accident Iran |
title | The Application of Non-Parametric Count Models for the Modeling of Female’s Accident Rates in Hamadan Province from 2009 to 2016 |
title_full | The Application of Non-Parametric Count Models for the Modeling of Female’s Accident Rates in Hamadan Province from 2009 to 2016 |
title_fullStr | The Application of Non-Parametric Count Models for the Modeling of Female’s Accident Rates in Hamadan Province from 2009 to 2016 |
title_full_unstemmed | The Application of Non-Parametric Count Models for the Modeling of Female’s Accident Rates in Hamadan Province from 2009 to 2016 |
title_short | The Application of Non-Parametric Count Models for the Modeling of Female’s Accident Rates in Hamadan Province from 2009 to 2016 |
title_sort | application of non parametric count models for the modeling of female s accident rates in hamadan province from 2009 to 2016 |
topic | Poisson Negative binomial; Semiparametric mixed model; Accident Iran |
url | https://ijph.tums.ac.ir/index.php/ijph/article/view/20169 |
work_keys_str_mv | AT mostafaeghbalian theapplicationofnonparametriccountmodelsforthemodelingoffemalesaccidentratesinhamadanprovincefrom2009to2016 AT abbasmoghimbeigi theapplicationofnonparametriccountmodelsforthemodelingoffemalesaccidentratesinhamadanprovincefrom2009to2016 AT marziehmahmoodi theapplicationofnonparametriccountmodelsforthemodelingoffemalesaccidentratesinhamadanprovincefrom2009to2016 AT irajmohamadfam theapplicationofnonparametriccountmodelsforthemodelingoffemalesaccidentratesinhamadanprovincefrom2009to2016 AT raziehsadatmirmoeini theapplicationofnonparametriccountmodelsforthemodelingoffemalesaccidentratesinhamadanprovincefrom2009to2016 AT mostafaeghbalian applicationofnonparametriccountmodelsforthemodelingoffemalesaccidentratesinhamadanprovincefrom2009to2016 AT abbasmoghimbeigi applicationofnonparametriccountmodelsforthemodelingoffemalesaccidentratesinhamadanprovincefrom2009to2016 AT marziehmahmoodi applicationofnonparametriccountmodelsforthemodelingoffemalesaccidentratesinhamadanprovincefrom2009to2016 AT irajmohamadfam applicationofnonparametriccountmodelsforthemodelingoffemalesaccidentratesinhamadanprovincefrom2009to2016 AT raziehsadatmirmoeini applicationofnonparametriccountmodelsforthemodelingoffemalesaccidentratesinhamadanprovincefrom2009to2016 |