Community-acquired pneumonia: Machine learning enhances early risk prediction in hospitalized patients

Pneumonia remains one of the most significant health challenges globally, being a primary cause of hospitalization and leading to severe respiratory failure. Traditional tools for assessing the severity of pneumonia, such as the Pneumonia Severity Index (PSI), primarily focus on mortality risks. However, these tools often fall short in predicting the need for advanced respiratory support, leaving a crucial gap in patient care.

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