2024
Balancing act: the complex role of artificial intelligence in addressing burnout and healthcare workforce dynamics
Pavuluri S, Sangal R, Sather J, Taylor R. Balancing act: the complex role of artificial intelligence in addressing burnout and healthcare workforce dynamics. BMJ Health & Care Informatics 2024, 31: e101120. PMID: 39181545, PMCID: PMC11344516, DOI: 10.1136/bmjhci-2024-101120.Peer-Reviewed Original ResearchConceptsQuality of patient careSustainability of health systemsComplexity of medical informationArtificial intelligenceWorkforce attritionHealth systemClinical skillsPatient careSense of purposeHealthcare workersHealthcareMedical informationWorkforce dynamicsMedical practiceProfessional attributesDigital scribeData management systemCognitive burdenBurnoutAdvanced data management systemsAI technologyAI potentialAutomated billingSignificant riskCaregiversSOFA score performs worse than age for predicting mortality in patients with COVID-19
Sherak R, Sajjadi H, Khimani N, Tolchin B, Jubanyik K, Taylor R, Schulz W, Mortazavi B, Haimovich A. SOFA score performs worse than age for predicting mortality in patients with COVID-19. PLOS ONE 2024, 19: e0301013. PMID: 38758942, PMCID: PMC11101117, DOI: 10.1371/journal.pone.0301013.Peer-Reviewed Original ResearchConceptsCrisis standards of careIn-hospital mortalityIntensive care unitAcademic health systemSequential Organ Failure Assessment scoreCohort of intensive care unitSequential Organ Failure AssessmentStandard of careLogistic regression modelsMortality predictionPredicting in-hospital mortalityHealth systemUnivariate logistic regression modelCrisis standardsDisease morbidityCOVID-19Identifying signs and symptoms of urinary tract infection from emergency department clinical notes using large language models
Iscoe M, Socrates V, Gilson A, Chi L, Li H, Huang T, Kearns T, Perkins R, Khandjian L, Taylor R. Identifying signs and symptoms of urinary tract infection from emergency department clinical notes using large language models. Academic Emergency Medicine 2024, 31: 599-610. PMID: 38567658, DOI: 10.1111/acem.14883.Peer-Reviewed Original ResearchElectronic health recordsNatural language processingNatural language processing modelsEmergency departmentTransformer-based modelsClinical notesF1-measureClinical decision supportLanguage modelSpaCy modelsU.S. health systemElements of natural language processingPublic health surveillanceConvolutional neural network-based modelProcessing long documentsIdentification of symptomsHealth recordsHealth systemClinician notesNeural network-based modelMedical careHealth surveillanceSymptom identificationEntity recognitionNetwork-based modelFormative evaluation of an emergency department clinical decision support system for agitation symptoms: a study protocol
Wong A, Nath B, Shah D, Kumar A, Brinker M, Faustino I, Boyce M, Dziura J, Heckmann R, Yonkers K, Bernstein S, Adapa K, Taylor R, Ovchinnikova P, McCall T, Melnick E. Formative evaluation of an emergency department clinical decision support system for agitation symptoms: a study protocol. BMJ Open 2024, 14: e082834. PMID: 38373857, PMCID: PMC10882402, DOI: 10.1136/bmjopen-2023-082834.Peer-Reviewed Original ResearchConceptsComputerised clinical decision supportED treatRestraint useExperiences of restraint useMental health-related visitsEmergency departmentPrevent agitationSystems-related factorsImprove patient experienceClinical decision support systemsRegional health systemClinical decision supportDe-escalation techniquesRandomised controlled trialsFormative evaluationPeer-reviewed journalsBest-practice guidanceAt-risk populationsCDS toolsThematic saturationED cliniciansPatient experienceED sitesHealth systemED physicians
2023
Automatable end‐of‐life screening for older adults in the emergency department using electronic health records
Haimovich A, Xu W, Wei A, Schonberg M, Hwang U, Taylor R. Automatable end‐of‐life screening for older adults in the emergency department using electronic health records. Journal Of The American Geriatrics Society 2023, 71: 1829-1839. PMID: 36744550, PMCID: PMC10258151, DOI: 10.1111/jgs.18262.Peer-Reviewed Original ResearchConceptsAdvance care planningDecision curve analysisLife screeningComorbidity indexCode statusPrognostic modelHealth systemOlder adultsCurve analysisOlder ED patientsPalliative care interventionsObservational cohort studyEmergency department visitsPalliative care servicesElixhauser Comorbidity IndexReceiver-operating characteristic curveIdentification of patientsMultivariable logistic regressionLarge regional health systemLife-limiting illnessRisk older adultsCode status ordersLife Screening ToolMortality predictive modelsElectronic health records
2021
49156 Effects of Race and Demographics on Use of Physical Restraints in the Emergency Department
Wong A, Whitfill T, Ohuabunwa E, Ray J, Dziura J, Bernstein S, Taylor R. 49156 Effects of Race and Demographics on Use of Physical Restraints in the Emergency Department. Journal Of Clinical And Translational Science 2021, 5: 121-122. PMCID: PMC8827920, DOI: 10.1017/cts.2021.710.Peer-Reviewed Original ResearchEmergency departmentAlcohol useAfrican AmericansHealth systemED visitsEffects of raceIllicit drug useOdds ratioPhysical restraintSignificant oddsUse of physical restraintsPrivate insuranceLack of private insuranceRegional health systemAssociated with significant oddsNon-Hispanic ethnicityPrevent self-harmTotal ED visitsAssociated with oddsRetrospective cohort analysisAssociated with safety risksAfrican American raceStatistically significant oddsTertiary health systemSignificant demographic factors
2018
Physical Restraint Use in Adult Patients Presenting to a General Emergency Department
Wong AH, Taylor RA, Ray JM, Bernstein SL. Physical Restraint Use in Adult Patients Presenting to a General Emergency Department. Annals Of Emergency Medicine 2018, 73: 183-192. PMID: 30119940, DOI: 10.1016/j.annemergmed.2018.06.020.Peer-Reviewed Original ResearchConceptsPhysical restraint useEmergency departmentRestraint ordersRestraint usePhysical restraintDrug useRegional health systemManagement of behavioral disordersAdult emergency departmentPrevent self-harmCross-sectional studyPrevalence of agitationCross-sectional study of adult patientsAssociation of alcoholAdult patientsGeneral EDHealth systemED visitsManaging agitationMedical complaintsStudy of adult patientsVulnerable populationsSelf-harmUnique patientsTotal ED visits