Natural Language Processing of Clinical Documentation to Assess Functional Status in Patients With Heart Failure
Adejumo P, Thangaraj P, Dhingra L, Aminorroaya A, Zhou X, Brandt C, Xu H, Krumholz H, Khera R. Natural Language Processing of Clinical Documentation to Assess Functional Status in Patients With Heart Failure. JAMA Network Open 2024, 7: e2443925. PMID: 39509128, PMCID: PMC11544492, DOI: 10.1001/jamanetworkopen.2024.43925.Peer-Reviewed Original ResearchConceptsFunctional status assessmentArea under the receiver operating characteristic curveClinical documentationElectronic health record dataHF symptomsOptimal care deliveryHealth record dataAssess functional statusStatus assessmentClinical trial participationProcessing of clinical documentsFunctional status groupCare deliveryOutpatient careMain OutcomesMedical notesTrial participantsNew York Heart AssociationFunctional statusQuality improvementRecord dataHeart failureClinical notesDiagnostic studiesStatus groupsRecommendations to promote equity, diversity and inclusion in decentralized clinical trials
Aiyegbusi O, Cruz Rivera S, Kamudoni P, Anderson N, Collis P, Denniston A, Harding R, Hughes S, Khunti K, Kotecha D, Krumholz H, Liu X, McMullan C, Molony-Oates B, Monteiro J, Myles P, Rantell K, Soltys K, Verdi R, Wilson R, Calvert M. Recommendations to promote equity, diversity and inclusion in decentralized clinical trials. Nature Medicine 2024, 30: 3075-3084. PMID: 39472759, DOI: 10.1038/s41591-024-03323-w.Peer-Reviewed Original ResearchClinical trial participationDecentralized clinical trialsTrial participantsBarriers to clinical trial participationPromote equityGeneralizability of trial resultsClinical trial teamsHealth inequalitiesUnderserved groupsBarriers individualsTrial teamClinical trialsParticipantsElectronic dataTrial resultsEquitable mannerTrialsRecommendationsHealthInclusionRemote researchAssociated with several challenges