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Improvement and Multi-Population Generalizability of a Deep Learning-Based Chest Radiograph Severity Score for COVID-19

Purpose: To improve and test the generalizability of a deep learning-based model for assessment of COVID-19 lung disease severity on chest radiographs (CXRs) from different patient populations. Materials and Methods: A published convolutional Siamese neural network-based model previously trained on...

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Bibliografiske detaljer
Udgivet i:medRxiv
Main Authors: Li, Matthew D, Arun, Nishanth T, Aggarwal, Mehak, Gupta, Sharut, Singh, Praveer, Little, Brent P, Mendoza, Dexter P, Corradi, Gustavo C.A., Takahashi, Marcelo S, Ferraciolli, Suely F, Succi, Marc D, Lang, Min, Bizzo, Bernardo C, Dayan, Ittai, Kitamura, Felipe C, Kalpathy-Cramer, Jayashree
Format: Artigo
Sprog:Inglês
Udgivet: Cold Spring Harbor Laboratory 2020
Fag:
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC7523150/
https://ncbi.nlm.nih.gov/pubmed/32995811
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1101/2020.09.15.20195453
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