2025
Classifying Unstructured Text in Electronic Health Records for Mental Health Prediction Models: Large Language Model Evaluation Study
Cardamone N, Olfson M, Schmutte T, Ungar L, Liu T, Cullen S, Williams N, Marcus S. Classifying Unstructured Text in Electronic Health Records for Mental Health Prediction Models: Large Language Model Evaluation Study. JMIR Medical Informatics 2025, 13: e65454. PMID: 39864953, PMCID: PMC11884378, DOI: 10.2196/65454.Peer-Reviewed Original ResearchConceptsElectronic health recordsMental health termsHealth termsClinical expertsEmergency departmentHealth recordsPhysical healthMental healthElectronic health record systemsHealth care provider organizationsMental health-related problemsElectronic health record data setsCare provider organizationsMental health cliniciansMental health disordersHealth-related problemsED episodesHealth cliniciansRecords of individualsState-of-the-artDiagnostic codesHealth disordersHospital readmissionProvider organizationsMortality risk
2023
Evolving availability and standardization of patient attributes for matching
Deng Y, Gleason L, Culbertson A, Chen X, Bernstam E, Cullen T, Gouripeddi R, Harle C, Hesse D, Kean J, Lee J, Magoc T, Meeker D, Ong T, Pathak J, Rosenman M, Rusie L, Shah A, Shi L, Thomas A, Trick W, Grannis S, Kho A. Evolving availability and standardization of patient attributes for matching. Health Affairs Scholar 2023, 1: qxad047. PMID: 38756741, PMCID: PMC10986191, DOI: 10.1093/haschl/qxad047.Peer-Reviewed Original ResearchSocial security numberPatient attributesCare settingsElectronic health record queryHealth care provider organizationsDiverse care settingsHealth insurance numberCare provider organizationsHealth care organizationsPhone numberCell phone numbersCare organizationsPostal codeInsurance numberProvider organizationsParticipating sitesUnited StatesRecord queryHealthEmail addressBirth sexSecurity numberStudy periodPatient-matchedData collection practices
2009
Burnout in the Mental Health Workforce: A Review
Paris M, Hoge MA. Burnout in the Mental Health Workforce: A Review. The Journal Of Behavioral Health Services & Research 2009, 37: 519-528. PMID: 20013066, DOI: 10.1007/s11414-009-9202-2.Peer-Reviewed Original ResearchConceptsMental health workforceConstruct of burnoutCorrelates of burnoutBehavioral health workforceBurnoutFuture researchMeasurement issuesNew hiresTrainingHealth workforceFinancial hardshipWorkforceFrequent mentionPotential relationshipCorrelatesConstructsOrganizationContinuity of careInterventionImplicationsValidityProvider organizationsHardshipResearchHires
2006
Health Effects of Managed Care Among the Near-Elderly
Xu X, Jensen GA. Health Effects of Managed Care Among the Near-Elderly. Journal Of Aging And Health 2006, 18: 507-533. PMID: 16835387, DOI: 10.1177/0898264306289626.Peer-Reviewed Original ResearchConceptsHealth maintenance organizationChronic health conditionsSelf-reported general health statusHealth statusHealth conditionsGeneral health statusObserved beneficial effectsAdults age 55Care plansNationwide random sampleAge 55Maintenance organizationBeneficial effectsEmployer-sponsored health insuranceOlder adultsNear ElderlyHealth effectsHealth insuranceManaged CareRetirement StudySelection biasRandom sampleCareAdultsProvider organizations
This site is protected by hCaptcha and its Privacy Policy and Terms of Service apply