Publication:
Global trends, local harms: availability of fentanyl-type drugs on the dark web and accidental overdoses in Ohio

dc.contributor.authorUsha Lokalaen_US
dc.contributor.authorFrancois R. Lamyen_US
dc.contributor.authorRaminta Daniulaityteen_US
dc.contributor.authorAmit Shethen_US
dc.contributor.authorRamzi W. Nahhasen_US
dc.contributor.authorJason I. Rodenen_US
dc.contributor.authorShweta Yadaven_US
dc.contributor.authorRobert G. Carlsonen_US
dc.contributor.otherWright State University Boonshoft School of Medicineen_US
dc.contributor.otherWright State Universityen_US
dc.contributor.otherMahidol Universityen_US
dc.date.accessioned2020-01-27T08:20:54Z
dc.date.available2020-01-27T08:20:54Z
dc.date.issued2019-03-01en_US
dc.description.abstract© 2018, Springer Science+Business Media, LLC, part of Springer Nature. As America’s opioid crisis has become an “epidemic of epidemics,” Ohio has been identified as one of the high burden states regarding fentanyl-related overdose mortality. This study aims to examine changes in the availability of fentanyl, fentanyl analogs, and other non-pharmaceutical opioids on cryptomarkets and assess relationship with the trends in unintentional overdoses in Ohio to provide timely information for epidemiologic surveillance. Cryptomarket data were collected at two distinct periods of time: (1) Agora data covered June 2014–September 2015 and were obtained from Grams archive; (2) Dream Market data from March–April 2018 were extracted using a dedicated crawler. A Named Entity Recognition algorithm was developed to identify and categorize the type of fentanyl and other synthetic opioids advertised on cryptomarkets. Time-lagged correlations were used to assess the relationship between the fentanyl, fentanyl analog and other synthetic opioid-related ads from cryptomarkets and overdose data from the Cincinnati Fire Department Emergency Responses and Montgomery County Coroner’s Office. Analysis from the cryptomarket data reveals increases in fentanyl-like drugs and changes in the types of fentanyl analogues and other synthetic opioids advertised in 2015 and 2018 with potent substances like carfentanil available during the second period. The time-lagged correlation was the largest when comparing Agora data to Cincinnati Emergency Responses 1 month later 0.84 (95% CI 0.45, 0.96). The time-lagged correlation between Agora data and Montgomery County drug overdoses was the largest when comparing synthetic opioid-related Agora ads to Montgomery County overdose deaths 7 months later 0.78 (95% CI 0.47, 0.92). Further investigations are required to establish the relationship between cryptomarket availability and unintentional overdose trends related to specific fentanyl analogs and/or other illicit synthetic opioids.en_US
dc.identifier.citationComputational and Mathematical Organization Theory. Vol.25, No.1 (2019), 48-59en_US
dc.identifier.doi10.1007/s10588-018-09283-0en_US
dc.identifier.issn15729346en_US
dc.identifier.issn1381298Xen_US
dc.identifier.other2-s2.0-85055892055en_US
dc.identifier.urihttps://repository.li.mahidol.ac.th/handle/20.500.14594/50641
dc.rightsMahidol Universityen_US
dc.rights.holderSCOPUSen_US
dc.source.urihttps://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85055892055&origin=inwarden_US
dc.subjectComputer Scienceen_US
dc.subjectDecision Sciencesen_US
dc.subjectMathematicsen_US
dc.titleGlobal trends, local harms: availability of fentanyl-type drugs on the dark web and accidental overdoses in Ohioen_US
dc.typeArticleen_US
dspace.entity.typePublication
mu.datasource.scopushttps://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85055892055&origin=inwarden_US

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