2021
Documentation of Screening for Firearm Access by Healthcare Providers in the Veterans Healthcare System: A Retrospective Study
Brandt CA, Workman TE, Farmer MM, Akgün KM, Abel EA, Skanderson M, Bean-Mayberry B, Zeng-Treitler Q, Mason M, Bastian LA, Goulet JL, Post LA. Documentation of Screening for Firearm Access by Healthcare Providers in the Veterans Healthcare System: A Retrospective Study. Western Journal Of Emergency Medicine 2021, 22: 525-532. PMID: 34125022, PMCID: PMC8203018, DOI: 10.5811/westjem.2021.4.51203.Peer-Reviewed Original ResearchConceptsClinical notesPatient characteristicsHealthcare providersFirearm accessElectronic health record clinical notesProportion of patientsOutpatient care visitsVeterans Healthcare SystemCohort of veteransUnited States military veteransMilitary service characteristicsDocumentation of screeningDocumentation of accessFirst yearRace/ethnicityCare visitsOutpatient visitsClinical comorbiditiesRetrospective studyVHA careEmergency clinicHandling of firearmsDemographic dataSystemwide processRisk of violence
2020
A Prototype Application to Identify LGBT Patients in Clinical Notes
Workman T, Goulet J, Brandt C, Skanderson M, Wang R, Warren A, Eleazer J, Gordon K, Zeng-Treitler Q. A Prototype Application to Identify LGBT Patients in Clinical Notes. 2020, 00: 4270-4275. DOI: 10.1109/bigdata50022.2020.9378109.Peer-Reviewed Original ResearchElectronic health record notesPrototype applicationLGBT patientsRule-based patternLarge data sourcesBinary classification taskRecord notesData scientistsMachine learningClassification taskPositive predictive valueData researchData sourcesTest setClinical relevancePredictive valueHealthcare providersPatientsClinical notesHealth disparitiesLittle workDisproportional burdenApplicationsTaskLearning