Prediction of adverse events risk in patients with comorbid post-traumatic stress disorder and alcohol use disorder using electronic medical records by deep learning models
Miranda O, Fan P, Qi X, Wang H, Brannock M, Kosten T, Ryan N, Kirisci L, Wang L. Prediction of adverse events risk in patients with comorbid post-traumatic stress disorder and alcohol use disorder using electronic medical records by deep learning models. Drug And Alcohol Dependence 2024, 255: 111066. PMID: 38217979, PMCID: PMC10853953, DOI: 10.1016/j.drugalcdep.2023.111066.Peer-Reviewed Original ResearchMeSH KeywordsAlcoholismComorbidityDeep LearningElectronic Health RecordsHumansStress Disorders, Post-TraumaticConceptsPost-traumatic stress disorderAlcohol use disorderComorbid post-traumatic stress disorderStress disorderUse disorderCognitive behavioral therapyElectronic medical recordsBehavioral therapyMental disordersNeighborhood-level social determinants of healthNeighborhood-level social determinantsSocial determinants of healthArea under the receiver operating curveDeterminants of healthVeteran dataMedical recordsDisordersPsychotherapyPrediction of adverse eventsVeteran statusPatient's increased riskHigh-risk populationAnalyzed electronic medical recordsUniversity of Pittsburgh Medical CenterAdverse events