Early prediction of in-hospital pneumonia mortality can effectively be done using a machine learning (ML) model based on clinical data.

Their research, titled "Early Machine Learning Prediction ... Community-Acquired Pneumonia: Derivation and Validation of a Multivariable Model," introduces a novel approach using machine learning ...

A machine-learning model predicted mortality in patients with community-acquired pneumonia ... model offers a more accurate prediction of 30-day mortality compared with other severity scoring ...