2025
Approach to the Postmarket Evaluation of Consumer Wearable Technologies
Pundi K, Bhavnani S, Seninger C, Zuckerman B, Paulsen J, Aguel F, Din N, Viggiano B, Yoo R, Dalal N, Go A, Granger C, Krumholz H, Lacar K, Li R, Lin S, Mahaffey K, Mahoney M, McCall D, Hills M, Harrington R, Hernandez-Boussard T, Saha A, Shah N, Turakhia M. Approach to the Postmarket Evaluation of Consumer Wearable Technologies. JAMA Cardiology 2025, 10 PMID: 40928810, DOI: 10.1001/jamacardio.2025.3006.Peer-Reviewed Original ResearchWearable technologyConsumer wearablesConsumer wearable technologyPostmarketing evaluationReal-world dataHealth care delivery systemPatient-centered innovationCare delivery systemHealth monitoringHealth care systemHealth care resourcesAuthorization processCross-platform dataWearablePatient harmCare systemGuideline-directed treatmentCare resourcesDigital healthMedical careData qualityData completenessPostmarketing researchHealthClinical questions
2023
Detection of left ventricular systolic dysfunction from single-lead electrocardiography adapted for portable and wearable devices
Khunte A, Sangha V, Oikonomou E, Dhingra L, Aminorroaya A, Mortazavi B, Coppi A, Brandt C, Krumholz H, Khera R. Detection of left ventricular systolic dysfunction from single-lead electrocardiography adapted for portable and wearable devices. Npj Digital Medicine 2023, 6: 124. PMID: 37433874, PMCID: PMC10336107, DOI: 10.1038/s41746-023-00869-w.Peer-Reviewed Original ResearchArtificial intelligenceRandom Gaussian noiseNoisy electrocardiogramGaussian noiseElectrocardiogram (ECGWearable devicesSingle-lead electrocardiogramPortable devicesSNRWearableNoiseDevice noiseRepositoryAI-based screeningIntelligenceDetectionDevicesNoise sourcesVentricular systolic dysfunctionModelElectrocardiogramSingle-lead electrocardiographyTraining
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