2023
Associations Between Natural Language Processing–Enriched Social Determinants of Health and Suicide Death Among US Veterans
Mitra A, Pradhan R, Melamed R, Chen K, Hoaglin D, Tucker K, Reisman J, Yang Z, Liu W, Tsai J, Yu H. Associations Between Natural Language Processing–Enriched Social Determinants of Health and Suicide Death Among US Veterans. JAMA Network Open 2023, 6: e233079. PMID: 36920391, PMCID: PMC10018322, DOI: 10.1001/jamanetworkopen.2023.3079.Peer-Reviewed Original ResearchConceptsAdjusted odds ratioRisk of suicideSocial determinantsUS Veterans Health AdministrationSuicide deathsCohort entry dateStudy end dateNational Death IndexVeterans Health AdministrationCase-control studyConditional logistic regressionElectronic health record notesUnstructured clinical notesCohort entryDeath IndexMean ageUS veteransOdds ratioSDOHsVeteran deathsMAIN OUTCOMEHealth StudySDOHLarge effect sizesHealth Administration
2021
Suicidal ideation and thoughts of self‐harm during the COVID‐19 pandemic: The role of COVID‐19‐related stress, social isolation, and financial strain
Elbogen EB, Lanier M, Blakey SM, Wagner HR, Tsai J. Suicidal ideation and thoughts of self‐harm during the COVID‐19 pandemic: The role of COVID‐19‐related stress, social isolation, and financial strain. Depression And Anxiety 2021, 38: 739-748. PMID: 33949747, PMCID: PMC8239640, DOI: 10.1002/da.23162.Peer-Reviewed Original ResearchThoughts of suicideMultivariable logistic regression analysisSocial isolationCOVID-19 pandemicCoronavirus disease 2019 (COVID-19) pandemicSevere mental illnessFinancial strainLogistic regression analysisRisk of suicideCurrent depressive symptomsCOVID-19Mental health symptomsPublic health interventionsDisease 2019 pandemicCOVID-19-related stressMental health problemsPandemic-related stressUS adultsDepressive symptomsGreater social supportAlcohol misuseHealth problemsMental illnessHealth interventionsHealth symptoms