<p>Comparative performance of machine learning models for hypoxemia prediction in pediatric patients. The performance of the four machine learning models (XGBoost, LSTM, Transformer, and InceptionTime) in predicting hypoxemia in pediatric patients under general anesthesia was evaluated across both internal and external validation datasets.</p>

Comparative performance of machine learning models for hypoxemia prediction in pediatric patients. The performance of the four machine learning models (XGBoost, LSTM, Transformer, and InceptionTime) in predicting hypoxemia in pediatric patients under general anesthesia was evaluated across both internal and external validation datasets.