2020
Utilizing a multi-class classification approach to detect therapeutic and recreational misuse of opioids on Twitter
Fodeh SJ, Al-Garadi M, Elsankary O, Perrone J, Becker W, Sarker A. Utilizing a multi-class classification approach to detect therapeutic and recreational misuse of opioids on Twitter. Computers In Biology And Medicine 2020, 129: 104132. PMID: 33290931, PMCID: PMC7855783, DOI: 10.1016/j.compbiomed.2020.104132.Peer-Reviewed Original ResearchAnalgesics, OpioidHumansMachine LearningNatural Language ProcessingOpioid-Related DisordersSocial MediaUnited States
2013
Validating a natural language processing tool to exclude psychogenic nonepileptic seizures in electronic medical record-based epilepsy research
Hamid H, Fodeh SJ, Lizama AG, Czlapinski R, Pugh MJ, LaFrance WC, Brandt CA. Validating a natural language processing tool to exclude psychogenic nonepileptic seizures in electronic medical record-based epilepsy research. Epilepsy & Behavior 2013, 29: 578-580. PMID: 24135384, DOI: 10.1016/j.yebeh.2013.09.025.Peer-Reviewed Original ResearchConceptsPsychogenic nonepileptic seizuresPositive predictive valueNonepileptic seizuresDefinite PNESAfghanistan veteransEpilepsy researchNational Clinical DatabaseVideo electroencephalograph monitoringDiagnosis of epilepsySeizure disorderDefinitive diagnosisElectronic health record systemsEpidemiologic dataHealth record systemsPredictive valueClinical databaseElectroencephalograph monitoringPatientsEpilepsyVEEGEpidemiologic researchVeteransRecord systemSeizuresDiagnosis