2023
Use of an Automated Bilingual Digital Health Tool to Reduce Unhealthy Alcohol Use Among Latino Emergency Department Patients
Vaca F, Dziura J, Abujarad F, Pantalon M, Hsiao A, Reynolds J, Maciejewski K, Field C, D’Onofrio G. Use of an Automated Bilingual Digital Health Tool to Reduce Unhealthy Alcohol Use Among Latino Emergency Department Patients. JAMA Network Open 2023, 6: e2314848. PMID: 37219901, PMCID: PMC10208138, DOI: 10.1001/jamanetworkopen.2023.14848.Peer-Reviewed Original ResearchConceptsStandard care groupNumber of bingesEmergency department patientsStandard careED patientsCare groupBrief interventionDepartment patientsAlcohol screeningDisease burdenUnhealthy drinkingDigital health toolsLevel II trauma centerHealth toolsParticipants 25 yearsAlcohol-related health disparitiesTertiary care centerAdverse health behaviorsUnhealthy alcohol useHigh disease burdenAlcohol use disorderTimeline followback methodEmergency medical careSelf-reported numberHigh-risk drinking
2021
Early identification of patients with acute gastrointestinal bleeding using natural language processing and decision rules
Shung D, Tsay C, Laine L, Chang D, Li F, Thomas P, Partridge C, Simonov M, Hsiao A, Tay JK, Taylor A. Early identification of patients with acute gastrointestinal bleeding using natural language processing and decision rules. Journal Of Gastroenterology And Hepatology 2021, 36: 1590-1597. PMID: 33105045, DOI: 10.1111/jgh.15313.Peer-Reviewed Original ResearchConceptsNatural language processingElectronic health recordsLanguage processingNLP algorithmSystematized NomenclatureReal timeAcute gastrointestinal bleedingBidirectional Encoder RepresentationsDecision rulesEHR-based phenotyping algorithmsGastrointestinal bleedingRisk stratification scoresEncoder RepresentationsData elementsPhenotyping algorithmStratification scoresHealth recordsAlgorithmPhenotyping of patientsEmergency department patientsTime of presentationRisk stratification modelED reviewDeploymentExternal validation