Development and performance assessment of novel machine learning models for predicting postoperative pneumonia in aneurysmal subarachnoid hemorrhage patients: external validation i... by Xinbo Li, Xinbo Li, Chengwei Zhang, Chengwei Zhang, Jiale Wang, Jiale Wang, Chengxing Ye, Chengxing Ye, Jiaqian Zhu, Qichuan Zhuge, Qichuan Zhuge

“…Perioperative information was collected from participants to establish 6 machine learning models for predicting POP after surgical treatment. The area under the receiver operating characteristic curve (AUC), precision-recall curve were used to assess the accuracy, discriminative power, and clinical validity of the predictions. …”
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Development and external validation of a nomogram for predicting postoperative pneumonia in aneurysmal subarachnoid hemorrhage by Xiao Jin, Shijia Wang, Chengwei Zhang, Song Yang, Lejing Lou, Shuyao Xu, Chang Cai

“…BackgroundPostoperative pneumonia (POP) is a common complication after aneurysmal subarachnoid hemorrhage (aSAH) associated with increased mortality rates, prolonged hospitalization, and high medical costs. …”
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