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Full-Text Articles in Medicine and Health Sciences
Enhancing Timeliness Of Drug Overdose Mortality Surveillance: A Machine Learning Approach, Patrick J. Ward, Peter J. Rock, Svetla Slavova, April M. Young, Terry L. Bunn, Ramakanth Kavuluru
Enhancing Timeliness Of Drug Overdose Mortality Surveillance: A Machine Learning Approach, Patrick J. Ward, Peter J. Rock, Svetla Slavova, April M. Young, Terry L. Bunn, Ramakanth Kavuluru
Kentucky Injury Prevention and Research Center Faculty Publications
BACKGROUND: Timely data is key to effective public health responses to epidemics. Drug overdose deaths are identified in surveillance systems through ICD-10 codes present on death certificates. ICD-10 coding takes time, but free-text information is available on death certificates prior to ICD-10 coding. The objective of this study was to develop a machine learning method to classify free-text death certificates as drug overdoses to provide faster drug overdose mortality surveillance.
METHODS: Using 2017–2018 Kentucky death certificate data, free-text fields were tokenized and features were created from these tokens using natural language processing (NLP). Word, bigram, and trigram features were created …
Timely Linkage Of Individuals To Substance Use Disorder Treatment: Development, Implementation, And Evaluation Of Findhelpnowky.Org, Terry Lee Bunn, Dana Quesinberry, Tyler Jennings, Amber Kizewski, Heather Jackson, Sarah Mckee, Sarah Eustice
Timely Linkage Of Individuals To Substance Use Disorder Treatment: Development, Implementation, And Evaluation Of Findhelpnowky.Org, Terry Lee Bunn, Dana Quesinberry, Tyler Jennings, Amber Kizewski, Heather Jackson, Sarah Mckee, Sarah Eustice
Kentucky Injury Prevention and Research Center Faculty Publications
Background: Substance use disorders (SUD) have steadily increased over the last two decades. Seeking SUD treatment involves searching SUD treatment facility types (inpatient, outpatient and intensive outpatient, residential and family residential, and detoxification facilities) that offer specialized SUD treatment depending on individual needs and preferences. Referrals to SUD treatment require innovative strategies that rapidly link individuals to SUD treatment when they are at the critical stage of readiness. The aim of this study was to develop, implement, and evaluate a user-friendly SUD treatment facility opening availability website called FindHelpNowKY.org. The objectives of the study were to 1) recruit SUD treatment …