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Multinational Federated Learning Approach to Train ECG and Echocardiogram Models for Hypertrophic Cardiomyopathy Detection

Novel targeted treatments increase the need for prompt hypertrophic cardiomyopathy (HCM) detection. However, its low prevalence (0.5%) and resemblance to common diseases present challenges that may benefit from automated machine learning–based approaches. We aimed to develop machine learning models...

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Detalles Bibliográficos
Autores principales: Goto, Shinichi, Solanki, Divyarajsinhji, John, Jenine E., Yagi, Ryuichiro, Homilius, Max, Ichihara, Genki, Katsumata, Yoshinori, Gaggin, Hanna K., Itabashi, Yuji, MacRae, Calum A., Deo, Rahul C.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Lippincott Williams & Wilkins 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9439630/
https://www.ncbi.nlm.nih.gov/pubmed/35916132
http://dx.doi.org/10.1161/CIRCULATIONAHA.121.058696