PMID- 36764261 OWN - NLM STAT- MEDLINE DCOM- 20230308 LR - 20240302 IS - 1873-7714 (Electronic) IS - 0163-8343 (Print) IS - 0163-8343 (Linking) VI - 81 DP - 2023 Mar-Apr TI - Development and validation of a brief screener for posttraumatic stress disorder risk in emergency medical settings. PG - 46-50 LID - S0163-8343(23)00018-X [pii] LID - 10.1016/j.genhosppsych.2023.01.012 [doi] AB - OBJECTIVE: Predicting risk of posttraumatic stress disorder (PTSD) in the acute care setting is challenging given the pace and acute care demands in the emergency department (ED) and the infeasibility of using time-consuming assessments. Currently, no accurate brief screening for long-term PTSD risk is routinely used in the ED. One instrument widely used in the ED is the 27-item Immediate Stress Reaction Checklist (ISRC). The aim of this study was to develop a short screener using a machine learning approach and to investigate whether accurate PTSD prediction in the ED can be achieved with substantially fewer items than the IRSC. METHOD: This prospective longitudinal cohort study examined the development and validation of a brief screening instrument in two independent samples, a model development sample (N = 253) and an external validation sample (N = 93). We used a feature selection algorithm to identify a minimal subset of features of the ISRC and tested this subset in a predictive model to investigate if we can accurately predict long-term PTSD outcomes. RESULTS: We were able to identify a reduced subset of 5 highly predictive features of the ISRC in the model development sample (AUC = 0.80), and we were able to validate those findings in the external validation sample (AUC = 0.84) to discriminate non-remitting vs. resilient trajectories. CONCLUSION: This study developed and validated a brief 5-item screener in the ED setting, which may help to improve the diagnostic process of PTSD in the acute care setting and help ED clinicians plan follow-up care when patients are still in contact with the healthcare system. This could reduce the burden on patients and decrease the risk of chronic PTSD. CI - Copyright (c) 2023. Published by Elsevier Inc. FAU - Schultebraucks, K AU - Schultebraucks K AD - Department of Psychiatry, NYU Grossman School of Medicine, New York, USA; Department of Population Health, NYU Grossman School of Medicine, New York, USA. Electronic address: ks3796@cumc.columbia.edu. FAU - Stevens, J S AU - Stevens JS AD - Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, USA; Center for Visual and Neurocognitive Rehabilitation, Atlanta Veterans' Affairs Health Care System, Atlanta, GA, USA. FAU - Michopoulos, V AU - Michopoulos V AD - Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, USA. FAU - Maples-Keller, J AU - Maples-Keller J AD - Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, USA. FAU - Lyu, J AU - Lyu J AD - Department of Biostatistics, Columbia University, Mailman School of Public Health, New York, NY, USA. FAU - Smith, R N AU - Smith RN AD - Department of Surgery, Emory University School of Medicine, Atlanta, GA, USA; Department of Behavioral, Social and Health Education Sciences, Emory University School of Public Health, Atlanta, GA, USA. FAU - Rothbaum, B O AU - Rothbaum BO AD - Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, USA. FAU - Ressler, K J AU - Ressler KJ AD - Department of Psychiatry, Harvard Medical School, Boston, MA, USA; McLean Hospital, Belmont, MA, USA. FAU - Galatzer-Levy, I R AU - Galatzer-Levy IR AD - Department of Psychiatry, NYU Grossman School of Medicine, New York, USA. FAU - Powers, A AU - Powers A AD - Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, USA. LA - eng GR - R01 HL156134/HL/NHLBI NIH HHS/United States GR - K23 AT009713/AT/NCCIH NIH HHS/United States GR - R01 MH129856/MH/NIMH NIH HHS/United States GR - R01 MH094757/MH/NIMH NIH HHS/United States GR - K01 MH102415/MH/NIMH NIH HHS/United States PT - Journal Article PT - Research Support, N.I.H., Extramural DEP - 20230128 PL - United States TA - Gen Hosp Psychiatry JT - General hospital psychiatry JID - 7905527 SB - IM MH - Humans MH - *Stress Disorders, Post-Traumatic/diagnosis/epidemiology MH - Prospective Studies MH - Longitudinal Studies MH - Emergency Service, Hospital PMC - PMC10866012 MID - NIHMS1963218 OTO - NOTNLM OT - Acute trauma OT - Emergency department OT - Machine learning OT - Posttraumatic stress disorder OT - Screener EDAT- 2023/02/11 06:00 MHDA- 2023/03/09 06:00 PMCR- 2024/03/01 CRDT- 2023/02/10 18:21 PHST- 2022/10/21 00:00 [received] PHST- 2023/01/24 00:00 [revised] PHST- 2023/01/25 00:00 [accepted] PHST- 2023/02/11 06:00 [pubmed] PHST- 2023/03/09 06:00 [medline] PHST- 2023/02/10 18:21 [entrez] PHST- 2024/03/01 00:00 [pmc-release] AID - S0163-8343(23)00018-X [pii] AID - 10.1016/j.genhosppsych.2023.01.012 [doi] PST - ppublish SO - Gen Hosp Psychiatry. 2023 Mar-Apr;81:46-50. doi: 10.1016/j.genhosppsych.2023.01.012. Epub 2023 Jan 28.