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Evaluation and enhancement of suspected opioid overdose definitions in emergency medical services data using machine learning with natural language processing.

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Title: Evaluation and enhancement of suspected opioid overdose definitions in emergency medical services data using machine learning with natural language processing.
Authors: Rock, Peter1 (AUTHOR) peter.rock@uky.edu, Slavova, Svetla2,3 (AUTHOR), Walsh, Sharon L.4,5 (AUTHOR), Martin, Julia6 (AUTHOR), Harris, Daniel R.1,7 (AUTHOR)
Source: PLoS ONE. 4/28/2026, Vol. 21 Issue 4, p1-13. 13p.
Database: Academic Search Ultimate
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  Data: Evaluation and enhancement of suspected opioid overdose definitions in emergency medical services data using machine learning with natural language processing.
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  Data: <searchLink fieldCode="AR" term="%22Rock%2C+Peter%22">Rock, Peter</searchLink><relatesTo>1</relatesTo> (AUTHOR)<i> peter.rock@uky.edu</i><br /><searchLink fieldCode="AR" term="%22Slavova%2C+Svetla%22">Slavova, Svetla</searchLink><relatesTo>2,3</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Walsh%2C+Sharon+L%2E%22">Walsh, Sharon L.</searchLink><relatesTo>4,5</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Martin%2C+Julia%22">Martin, Julia</searchLink><relatesTo>6</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Harris%2C+Daniel+R%2E%22">Harris, Daniel R.</searchLink><relatesTo>1,7</relatesTo> (AUTHOR)
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  Data: <searchLink fieldCode="JN" term="%22PLoS+ONE%22">PLoS ONE</searchLink>. 4/28/2026, Vol. 21 Issue 4, p1-13. 13p.
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=asn&AN=193320514
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        Value: 10.1371/journal.pone.0347589
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              Text: 4/28/2026
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