2017
Psychiatric symptom recognition without labeled data using distributional representations of phrases and on-line knowledge
Zhang Y, Zhang O, Wu Y, Lee H, Xu J, Xu H, Roberts K. Psychiatric symptom recognition without labeled data using distributional representations of phrases and on-line knowledge. Journal Of Biomedical Informatics 2017, 75: s129-s137. PMID: 28624644, PMCID: PMC5705397, DOI: 10.1016/j.jbi.2017.06.014.Peer-Reviewed Original ResearchConceptsPsychiatric symptomsCandidate symptomMental disordersPsychiatric notesList of symptomsMayo ClinicClinical dataSymptom recognitionPatient experiencePersonalized preventionSymptomsAmerican Psychiatric AssociationAbstractTextClinical conceptsPsychiatric AssociationPhenotypic classificationDisordersClinical textMIMIC-IIHealthcare knowledgeConclusionSubjective descriptionsClinicDiseaseDiagnosis
2014
Automated Assessment of Medical Students' Clinical Exposures according to AAMC Geriatric Competencies.
Chen Y, Wrenn J, Xu H, Spickard A, Habermann R, Powers J, Denny J. Automated Assessment of Medical Students' Clinical Exposures according to AAMC Geriatric Competencies. AMIA Annual Symposium Proceedings 2014, 2014: 375-84. PMID: 25954341, PMCID: PMC4419906.Peer-Reviewed Original ResearchConceptsSelf-care capacityPalliative careClinical notesClinical exposureHealth care professionalsGait disordersMedication managementHospital careCare professionalsStudents' clinical exposureGeriatric competenciesBehavioral disordersAmerican AssociationCareDisordersCompetency domainsExposurePreliminary studyMedical students