Matches in SemOpenAlex for { <https://semopenalex.org/work/W3083466712> ?p ?o ?g. }
Showing items 1 to 63 of
63
with 100 items per page.
- W3083466712 abstract "Opioid misuse is a major public healthproblem in the world. In 2016, 11.3 million people were reported tomisuse opioids in the US only. Opioid-related inpatient andemergency department visits have increased by 64 percent and therate of opioid-related visits has nearly doubled between 2009 and2014. It is thus critical for healthcare systems to detect opioidmisuse cases. Patients hospitalized for consequences of theiropioid misuse present an opportunity for intervention but betterscreening and surveillance methods are needed to guide providers.The current screening methods with self-report questionnaire dataare time-consuming and difficult to perform in hospitalizedpatients. In this work, I explore the use of convolutional neuralnetworks for detecting opioid misuse cases using the text ofelectronic health records as input. The performance of these modelsis compared to the performance of a more traditional logisticregression model. Different architectures of a convolutional neuralnetwork were trained and evaluated using the area under the ROCcurve. A convolutional neural network performed better by producinga score of 93.4% whereas the score produced by logistic regressionwas 91.4% on the test data. Different advantages and disadvantagesof using a convolutional neural network over the baseline logisticregression model were also discussed." @default.
- W3083466712 created "2020-09-11" @default.
- W3083466712 creator A5083306075 @default.
- W3083466712 date "2019-01-01" @default.
- W3083466712 modified "2023-09-26" @default.
- W3083466712 title "Opioid Misuse Detection in Hospitalized Patients Using Convolutional Neural Networks" @default.
- W3083466712 hasPublicationYear "2019" @default.
- W3083466712 type Work @default.
- W3083466712 sameAs 3083466712 @default.
- W3083466712 citedByCount "0" @default.
- W3083466712 crossrefType "journal-article" @default.
- W3083466712 hasAuthorship W3083466712A5083306075 @default.
- W3083466712 hasConcept C119857082 @default.
- W3083466712 hasConcept C124101348 @default.
- W3083466712 hasConcept C126322002 @default.
- W3083466712 hasConcept C151956035 @default.
- W3083466712 hasConcept C154945302 @default.
- W3083466712 hasConcept C170493617 @default.
- W3083466712 hasConcept C194828623 @default.
- W3083466712 hasConcept C2781063702 @default.
- W3083466712 hasConcept C41008148 @default.
- W3083466712 hasConcept C545542383 @default.
- W3083466712 hasConcept C71924100 @default.
- W3083466712 hasConcept C81363708 @default.
- W3083466712 hasConceptScore W3083466712C119857082 @default.
- W3083466712 hasConceptScore W3083466712C124101348 @default.
- W3083466712 hasConceptScore W3083466712C126322002 @default.
- W3083466712 hasConceptScore W3083466712C151956035 @default.
- W3083466712 hasConceptScore W3083466712C154945302 @default.
- W3083466712 hasConceptScore W3083466712C170493617 @default.
- W3083466712 hasConceptScore W3083466712C194828623 @default.
- W3083466712 hasConceptScore W3083466712C2781063702 @default.
- W3083466712 hasConceptScore W3083466712C41008148 @default.
- W3083466712 hasConceptScore W3083466712C545542383 @default.
- W3083466712 hasConceptScore W3083466712C71924100 @default.
- W3083466712 hasConceptScore W3083466712C81363708 @default.
- W3083466712 hasLocation W30834667121 @default.
- W3083466712 hasOpenAccess W3083466712 @default.
- W3083466712 hasPrimaryLocation W30834667121 @default.
- W3083466712 hasRelatedWork W2012969445 @default.
- W3083466712 hasRelatedWork W2067899082 @default.
- W3083466712 hasRelatedWork W2786983438 @default.
- W3083466712 hasRelatedWork W2787283923 @default.
- W3083466712 hasRelatedWork W2925983380 @default.
- W3083466712 hasRelatedWork W2963544331 @default.
- W3083466712 hasRelatedWork W2969341472 @default.
- W3083466712 hasRelatedWork W2969702832 @default.
- W3083466712 hasRelatedWork W2993648038 @default.
- W3083466712 hasRelatedWork W3026270291 @default.
- W3083466712 hasRelatedWork W3026430905 @default.
- W3083466712 hasRelatedWork W3082205794 @default.
- W3083466712 hasRelatedWork W3110065222 @default.
- W3083466712 hasRelatedWork W3127275138 @default.
- W3083466712 hasRelatedWork W3134776280 @default.
- W3083466712 hasRelatedWork W3136165395 @default.
- W3083466712 hasRelatedWork W3158340660 @default.
- W3083466712 hasRelatedWork W3198649872 @default.
- W3083466712 hasRelatedWork W3200697452 @default.
- W3083466712 hasRelatedWork W3201610253 @default.
- W3083466712 isParatext "false" @default.
- W3083466712 isRetracted "false" @default.
- W3083466712 magId "3083466712" @default.
- W3083466712 workType "article" @default.