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and young surgeons to perform the puncture operation with increased accuracy. Severity scoring is a key step in managing patients with COVID-19 pneumonia. However, manual quantitative analysis by radiologists is a time-consuming task, while qualitative evaluation may be fast but highly subjective. This study aims to develop artificial intelligence (AI)-based methods to quantify disease severity and predict COVID-19 patient outcome. We develop an AI-based framework that employs deep neural networks to efficiently segment lu

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