2024
Intensive longitudinal assessment following index trauma to predict development of PTSD using machine learning
Horwitz A, McCarthy K, House S, Beaudoin F, An X, Neylan T, Clifford G, Linnstaedt S, Germine L, Rauch S, Haran J, Storrow A, Lewandowski C, Musey P, Hendry P, Sheikh S, Jones C, Punches B, Swor R, Hudak L, Pascual J, Seamon M, Harris E, Pearson C, Peak D, Domeier R, Rathlev N, Sergot P, Sanchez L, Bruce S, Joormann J, Harte S, Koenen K, McLean S, Sen S. Intensive longitudinal assessment following index trauma to predict development of PTSD using machine learning. Journal Of Anxiety Disorders 2024, 104: 102876. PMID: 38723405, PMCID: PMC11215748, DOI: 10.1016/j.janxdis.2024.102876.Peer-Reviewed Original ResearchTraumatic exposureIntensive longitudinal assessmentDevelopment of PTSDTrauma-related symptomsExposure to traumaFollow-up careTrauma exposureIndex traumaEmergency carePTSDAssess symptomsLongitudinal assessmentAssessment protocolCareParticipantsSymptomsFollow-upInterventionMachine learning analysisTraumaRiskIndividualsWeeksLearning analysisNervousness
2021
Development and Validation of a Model to Predict Posttraumatic Stress Disorder and Major Depression After a Motor Vehicle Collision
Ziobrowski HN, Kennedy CJ, Ustun B, House SL, Beaudoin FL, An X, Zeng D, Bollen KA, Petukhova M, Sampson NA, Puac-Polanco V, Lee S, Koenen KC, Ressler KJ, McLean SA, Kessler RC, Stevens J, Neylan T, Clifford G, Jovanovic T, Linnstaedt S, Germine L, Rauch S, Haran J, Storrow A, Lewandowski C, Musey P, Hendry P, Sheikh S, Jones C, Punches B, Lyons M, Murty V, McGrath M, Pascual J, Seamon M, Datner E, Chang A, Pearson C, Peak D, Jambaulikar G, Merchant R, Domeier R, Rathlev N, O’Neil B, Sergot P, Sanchez L, Bruce S, Pietrzak R, Joormann J, Barch D, Pizzagalli D, Sheridan J, Harte S, Elliott J, van Rooij S. Development and Validation of a Model to Predict Posttraumatic Stress Disorder and Major Depression After a Motor Vehicle Collision. JAMA Psychiatry 2021, 78: 1228-1237. PMID: 34468741, PMCID: PMC8411364, DOI: 10.1001/jamapsychiatry.2021.2427.Peer-Reviewed Original ResearchMeSH KeywordsAccidents, TrafficAdolescentAdultAgedDepressive Disorder, MajorEmergency Service, HospitalFemaleHumansLongitudinal StudiesMachine LearningMaleMiddle AgedModels, TheoreticalPrognosisPsychological TraumaPsychometricsRisk AssessmentStress Disorders, Post-TraumaticWounds and InjuriesYoung AdultConceptsMajor depressive episodePosttraumatic stress disorderEmergency departmentUrban emergency departmentMotor vehicle collisionsSurvey 2 weeksDepressive episodeED assessmentMAIN OUTCOMEHigh riskPatientsPreventive interventionsED reportsPTSD ChecklistStress disorderSubstantial proportionLongitudinal studyVehicle collisionsDSM-5Prognostic reportsTraumatic eventsWeeksMonthsTraumatic experiencesReport