February 1, 2023Open Access

Development and Validation of a Machine Learning Predictive Model for Cardiac Surgery-Associated Acute Kidney Injury

QLQian LiArmy Medical University HLHong LvZhejiang Chinese Medical University YCYuye ChenChinese Academy of Medical Sciences & Peking Union Medical College

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Abstract

The CatBoostClassifier algorithms outperformed other ML models in the discrimination and calibration of CSA-AKI prediction cardiac surgery with CPB, based on a multicenter RCT and MIMIC-IV dataset. Moreover, the preoperative NT-proBNP level was confirmed to be strongly related to CSA-AKI.

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Li et al. (Wed,) studied this question.

synapsesocial.com/papers/69da21e00f32475823a3cf94 https://doi.org/https://doi.org/10.3390/jcm12031166

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