Toward Clinically Interpretable Perioperative Decision Support: Explainable Machine Learning for 30-Day Postoperative Mortality Prediction.
This study developed and evaluated machine learning models using the novel Informative Surgical Patient dataset for Innovative Research Environment, a comprehensive perioperative dataset, to predict 30-day postoperative mortality and demonstrated the relevance of explainable machine learning for the identification of c...