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Limited generalizability of deep learning algorithm for pediatric pneumonia classification on external data

PURPOSE: (1) Develop a deep learning system (DLS) to identify pneumonia in pediatric chest radiographs, and (2) evaluate its generalizability by comparing its performance on internal versus external test datasets. METHODS: Radiographs of patients between 1 and 5 years old from the Guangzhou Women an...

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Detalles Bibliográficos
Autores principales: Xin, Kevin Z., Li, David, Yi, Paul H.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8515154/
https://www.ncbi.nlm.nih.gov/pubmed/34648114
http://dx.doi.org/10.1007/s10140-021-01954-x