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Spatial analysis of the opioid overdose epidemic in British Columbia Hu, Ziqiang
Abstract
Illicit opioid overdose deaths in British Columbia have increased five folds since 2012. Previous studies have identified potential factors that may affect the distribution of fatal and nonfatal overdose risks, such as socioeconomic status, stigma, and access to health care services. Most of these factors affect rural and urban areas differently, and I hypothesize that fatal/nonfatal overdose risks could be higher in rural areas than in urban areas because rural communities are often disadvantaged concerning these factors. The presence of rural-urban differences in overdose risks was confirmed by modelling the recurrent overdose rate and odds of fatal overdose per event for British Columbians who had at least one overdose between Jan 2015 and Dec 2018 with Poisson and logistic regression methods. Spatial variations in these two measures were then estimated using Generalized Additive Models; the results are mapped to identify communities and regions with the highest risk of fatal overdose. Long-term survival after a first overdose event was also investigated using Cox proportional hazard models under a multi-state framework that conceptualized overdose risk relative to Opioid Agonist Therapy (OAT) event history. On the one hand, the results suggest that the hypothesis was verified in terms of fatal risk per event; healthcare access, namely living close to harm reduction sites, seemed to reduce the likelihood of overdose death, which is consistent with previous findings. However, communities or regions without harm reduction sites had higher fatal risks than other places. On the other hand, the hypothesis was not justified (i.e., the risk of fatal overdose did not vary spatially) in the long term. Overdose survival was highly related to receiving OAT. Even though service access is limited in rural communities, people in these areas were more likely to have received OAT resulting in no significant difference in survival probability over space.
Item Metadata
Title |
Spatial analysis of the opioid overdose epidemic in British Columbia
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Creator | |
Supervisor | |
Publisher |
University of British Columbia
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Date Issued |
2021
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Description |
Illicit opioid overdose deaths in British Columbia have increased five folds since 2012. Previous studies have identified potential factors that may affect the distribution of fatal and nonfatal overdose risks, such as socioeconomic status, stigma, and access to health care services. Most of these factors affect rural and urban areas differently, and I hypothesize that fatal/nonfatal overdose risks could be higher in rural areas than in urban areas because rural communities are often disadvantaged concerning these factors. The presence of rural-urban differences in overdose risks was confirmed by modelling the recurrent overdose rate and odds of fatal overdose per event for British Columbians who had at least one overdose between Jan 2015 and Dec 2018 with Poisson and logistic regression methods. Spatial variations in these two measures were then estimated using Generalized Additive Models; the results are mapped to identify communities and regions with the highest risk of fatal overdose. Long-term survival after a first overdose event was also investigated using Cox proportional hazard models under a multi-state framework that conceptualized overdose risk relative to Opioid Agonist Therapy (OAT) event history.
On the one hand, the results suggest that the hypothesis was verified in terms of fatal risk per event; healthcare access, namely living close to harm reduction sites, seemed to reduce the likelihood of overdose death, which is consistent with previous findings. However, communities or regions without harm reduction sites had higher fatal risks than other places. On the other hand, the hypothesis was not justified (i.e., the risk of fatal overdose did not vary spatially) in the long term. Overdose survival was highly related to receiving OAT. Even though service access is limited in rural communities, people in these areas were more likely to have received OAT resulting in no significant difference in survival probability over space.
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Genre | |
Type | |
Language |
eng
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Date Available |
2021-08-30
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Provider |
Vancouver : University of British Columbia Library
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Rights |
Attribution-NonCommercial-NoDerivatives 4.0 International
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DOI |
10.14288/1.0401779
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URI | |
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Program | |
Affiliation | |
Degree Grantor |
University of British Columbia
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Graduation Date |
2021-11
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Campus | |
Scholarly Level |
Graduate
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DSpace
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Rights
Attribution-NonCommercial-NoDerivatives 4.0 International