2021
|
Sign up to set email alerts
Examining the spatial risk environment tied to the opioid crisis through a unique public health, EMS, and academic research collaborative: Lowell, Massachusetts, 2008–2018
Abstract: Between 2015 and 2018, Lowell Massachusetts experienced outbreaks in opioid overdoses, HIV, and hepatitis C virus infections (HCV) among people who inject drugs. Through an innovative collaboration between emergency medical services (EMS), public health, and academic partners, we assessed the geographic distribution of opioid-related risks to inform intervention efforts. We analyzed data from three unique data sources for publicly discarded syringes, opioid-related incidents (ORIs), and fatal opioid overdoses … Show more
Search citation statements
Order By: Relevance
Paper Sections
Select...
13
2
1
1
Citation Types
2
5
0
0
Year Published
Range
2022
20222026
2026Publication Types
Select...
16
Relationship
1
15
Authors
Journals
Cited by 16 publications
(7 citation statements)
References 34 publications
2
5
0
0
Order By: Relevance
Abstract
Smart CitationsHow this paper cites the one you are viewing
“…Chalfin and colleagues showed that higher parental education, which often correlates with income, resulted in less underage binge drinking but had no influence on cannabis consumption ( 29 ). Regarding the clustering around urban areas, our results are consistent with the work of Stopka et al from Massachusetts ( 30 ). Additionally, Bearnot et al ( 31 ) found hotspots of drug use in areas facing socioeconomic hardships and around hospitals.…”
Section: Discussion
supporting
confidence: 92%
Abstract
Smart CitationsHow this paper cites the one you are viewing
“…Chalfin and colleagues showed that higher parental education, which often correlates with income, resulted in less underage binge drinking but had no influence on cannabis consumption ( 29 ). Regarding the clustering around urban areas, our results are consistent with the work of Stopka et al from Massachusetts ( 30 ). Additionally, Bearnot et al ( 31 ) found hotspots of drug use in areas facing socioeconomic hardships and around hospitals.…”
Section: Discussion
supporting
confidence: 92%
Abstract
Smart CitationsHow this paper cites the one you are viewing
“…The estimated elevated risk of ORI in summer aligns with previous research, and it is well documented that opioid overdoses tend to increase during the summer, validating the incorporation of seasonality into our statistical models. 13,14,26 The increased risk of ORI seen during 2016 to 2018 is consistent with prior work on ORI in Lowell during this period 14 and is associated with increasing opioid overdose rates with the rise of fentanyl in the opioid drug supply. 27 The sustained decreased risk of ORI observed in Lowell during 2020 and 2021 is in contrast to other work showing increases in EMS calls for opioid overdose during COVID-19 compared with prior years, even despite brief decreases following stay-at-home orders, both at the national level 28–31 and for Massachusetts.…”
Section: Discussion
supporting
confidence: 79%
“…Before 2013, suspected ORIs were defined as incidents where opioid use was witnessed, reported, or suspected by EMS personnel. 14 Beginning in 2013, electronic Patient Care Reports (ePCR) generated from each Trinity EMS interaction with a patient were fed through FirstWatch, a firm specializing in emergency response data management. FirstWatch scans ePCR for keywords including heroin, opioid, opium, Narcan, naloxone, needle, syringe, overdose-heroin, and overdose-opioid.…”
Section: Study Population and Ems Data
mentioning
confidence: 99%
“…FirstWatch scans ePCR for keywords including heroin, opioid, opium, Narcan, naloxone, needle, syringe, overdose-heroin, and overdose-opioid. 14 When FirstWatch identifies opioid overdose-related keywords in an ePCR, the cases are flagged as potential ORI. Furthermore, the quality assurance team at PrideStar Trinity EMS reviews the flagged cases for confirmation as an ORI on a weekly basis.…”
Section: Study Population and Ems Data
mentioning
confidence: 99%
Smart CitationsHow this paper cites the one you are viewing
“…The combination of exploratory spatial data analysis, spatial analysis of the vulnerability, and integration of accessibility models were critical to the development of a strong and holistic understanding of the underlying socioeconomic, cultural, political, and geographic context that affected opioid use, misuse, treatment, and harm reduction environment in study areas. ( Shrestha et al, 2022 ; Stopka et al, 2021 ) GIS analyses utilizing a variety of mapping techniques were used to depict the spatial distribution of core indicators and covariates, analyze accessibility to service providers, and vulnerability scores at varying geographic levels, including the census tract, ZCTA, and county, depending on data availability, with a preference for maximum spatial granularity. However, the effects of many policy decisions or interventions were observed at a much larger spatial scale (county-level or even state-level differences) when a larger spatial scale for analysis might be sufficient.…”
Section: Methods
mentioning
confidence: 99%
Abstract
Smart CitationsHow this paper cites the one you are viewing
“…Chalfin and colleagues showed that higher parental education, which often correlates with income, resulted in less underage binge drinking but had no influence on cannabis consumption ( 29 ). Regarding the clustering around urban areas, our results are consistent with the work of Stopka et al from Massachusetts ( 30 ). Additionally, Bearnot et al ( 31 ) found hotspots of drug use in areas facing socioeconomic hardships and around hospitals.…”
Section: Discussion
supporting
confidence: 92%
Abstract
Smart CitationsHow this paper cites the one you are viewing
“…The estimated elevated risk of ORI in summer aligns with previous research, and it is well documented that opioid overdoses tend to increase during the summer, validating the incorporation of seasonality into our statistical models. 13,14,26 The increased risk of ORI seen during 2016 to 2018 is consistent with prior work on ORI in Lowell during this period 14 and is associated with increasing opioid overdose rates with the rise of fentanyl in the opioid drug supply. 27 The sustained decreased risk of ORI observed in Lowell during 2020 and 2021 is in contrast to other work showing increases in EMS calls for opioid overdose during COVID-19 compared with prior years, even despite brief decreases following stay-at-home orders, both at the national level 28–31 and for Massachusetts.…”
Section: Discussion
supporting
confidence: 79%
“…Before 2013, suspected ORIs were defined as incidents where opioid use was witnessed, reported, or suspected by EMS personnel. 14 Beginning in 2013, electronic Patient Care Reports (ePCR) generated from each Trinity EMS interaction with a patient were fed through FirstWatch, a firm specializing in emergency response data management. FirstWatch scans ePCR for keywords including heroin, opioid, opium, Narcan, naloxone, needle, syringe, overdose-heroin, and overdose-opioid.…”
Section: Study Population and Ems Data
mentioning
confidence: 99%
“…FirstWatch scans ePCR for keywords including heroin, opioid, opium, Narcan, naloxone, needle, syringe, overdose-heroin, and overdose-opioid. 14 When FirstWatch identifies opioid overdose-related keywords in an ePCR, the cases are flagged as potential ORI. Furthermore, the quality assurance team at PrideStar Trinity EMS reviews the flagged cases for confirmation as an ORI on a weekly basis.…”
Section: Study Population and Ems Data
mentioning
confidence: 99%
Smart CitationsHow this paper cites the one you are viewing
“…The combination of exploratory spatial data analysis, spatial analysis of the vulnerability, and integration of accessibility models were critical to the development of a strong and holistic understanding of the underlying socioeconomic, cultural, political, and geographic context that affected opioid use, misuse, treatment, and harm reduction environment in study areas. ( Shrestha et al, 2022 ; Stopka et al, 2021 ) GIS analyses utilizing a variety of mapping techniques were used to depict the spatial distribution of core indicators and covariates, analyze accessibility to service providers, and vulnerability scores at varying geographic levels, including the census tract, ZCTA, and county, depending on data availability, with a preference for maximum spatial granularity. However, the effects of many policy decisions or interventions were observed at a much larger spatial scale (county-level or even state-level differences) when a larger spatial scale for analysis might be sufficient.…”
Section: Methods
mentioning
confidence: 99%
Abstract
Smart CitationsHow this paper cites the one you are viewing
“…Chalfin and colleagues showed that higher parental education, which often correlates with income, resulted in less underage binge drinking but had no influence on cannabis consumption ( 29 ). Regarding the clustering around urban areas, our results are consistent with the work of Stopka et al from Massachusetts ( 30 ). Additionally, Bearnot et al ( 31 ) found hotspots of drug use in areas facing socioeconomic hardships and around hospitals.…”
Section: Discussion
supporting
confidence: 92%
Abstract
Smart CitationsHow this paper cites the one you are viewing
“…The estimated elevated risk of ORI in summer aligns with previous research, and it is well documented that opioid overdoses tend to increase during the summer, validating the incorporation of seasonality into our statistical models. 13,14,26 The increased risk of ORI seen during 2016 to 2018 is consistent with prior work on ORI in Lowell during this period 14 and is associated with increasing opioid overdose rates with the rise of fentanyl in the opioid drug supply. 27 The sustained decreased risk of ORI observed in Lowell during 2020 and 2021 is in contrast to other work showing increases in EMS calls for opioid overdose during COVID-19 compared with prior years, even despite brief decreases following stay-at-home orders, both at the national level 28–31 and for Massachusetts.…”
Section: Discussion
supporting
confidence: 79%
“…Before 2013, suspected ORIs were defined as incidents where opioid use was witnessed, reported, or suspected by EMS personnel. 14 Beginning in 2013, electronic Patient Care Reports (ePCR) generated from each Trinity EMS interaction with a patient were fed through FirstWatch, a firm specializing in emergency response data management. FirstWatch scans ePCR for keywords including heroin, opioid, opium, Narcan, naloxone, needle, syringe, overdose-heroin, and overdose-opioid.…”
Section: Study Population and Ems Data
mentioning
confidence: 99%
“…FirstWatch scans ePCR for keywords including heroin, opioid, opium, Narcan, naloxone, needle, syringe, overdose-heroin, and overdose-opioid. 14 When FirstWatch identifies opioid overdose-related keywords in an ePCR, the cases are flagged as potential ORI. Furthermore, the quality assurance team at PrideStar Trinity EMS reviews the flagged cases for confirmation as an ORI on a weekly basis.…”
Section: Study Population and Ems Data
mentioning
confidence: 99%
Smart CitationsHow this paper cites the one you are viewing
“…The combination of exploratory spatial data analysis, spatial analysis of the vulnerability, and integration of accessibility models were critical to the development of a strong and holistic understanding of the underlying socioeconomic, cultural, political, and geographic context that affected opioid use, misuse, treatment, and harm reduction environment in study areas. ( Shrestha et al, 2022 ; Stopka et al, 2021 ) GIS analyses utilizing a variety of mapping techniques were used to depict the spatial distribution of core indicators and covariates, analyze accessibility to service providers, and vulnerability scores at varying geographic levels, including the census tract, ZCTA, and county, depending on data availability, with a preference for maximum spatial granularity. However, the effects of many policy decisions or interventions were observed at a much larger spatial scale (county-level or even state-level differences) when a larger spatial scale for analysis might be sufficient.…”
Section: Methods
mentioning
confidence: 99%