2025
Predicting Agitation Events in the Emergency Department Through Artificial Intelligence
Wong A, Sapre A, Wang K, Nath B, Shah D, Kumar A, Faustino I, Desai R, Hu Y, Robinson L, Meng C, Tong G, Bernstein S, Yonkers K, Melnick E, Dziura J, Taylor R. Predicting Agitation Events in the Emergency Department Through Artificial Intelligence. JAMA Network Open 2025, 8: e258927. PMID: 40332935, PMCID: PMC12059975, DOI: 10.1001/jamanetworkopen.2025.8927.Peer-Reviewed Original ResearchConceptsED visitsEmergency departmentAgitation eventsElectronic health record dataArea under the receiver operating characteristic curvePatient-centered careHealth service utilizationPrimary outcomeHealth record dataUrban health systemED visit dataMode of arrivalPrevention of agitationOutcome of agitationDiverse patient populationsRestraint ordersCross-sectional cohortService utilizationVital signsED sitesHealth systemMain OutcomesRestraint eventsRange of predicted probabilitiesVisit data
2024
Racial, Ethnic, and Age-Related Disparities in Sedation and Restraint Use for Older Adults in the Emergency Department
Jivalagian P, Gettel C, Smith C, Robinson L, Brinker M, Shah D, Kumar A, Faustino I, Nath B, Chang-Sing E, Taylor R, Kennedy M, Hwang U, Wong A. Racial, Ethnic, and Age-Related Disparities in Sedation and Restraint Use for Older Adults in the Emergency Department. American Journal Of Geriatric Psychiatry 2024, 33: 1-14. PMID: 39054237, PMCID: PMC11625012, DOI: 10.1016/j.jagp.2024.07.004.Peer-Reviewed Original ResearchPhysical restraint useRestraint useOlder adultsED visitsPhysical restraintEmergency departmentElectronic health record dataHealth record dataBlack non-HispanicPatient-level characteristicsAge-related disparitiesAssociated with increased useRegional hospital networkCross-sectional studyLogistic regression modelsChemical sedationRetrospective cross-sectional studyNon-Hispanic groupNon-HispanicAgitation managementHospital sitesHospital networkRecord dataWhite non-Hispanic groupPrimary outcome
This site is protected by hCaptcha and its Privacy Policy and Terms of Service apply