Development and Validation of a Machine Learning-Based Nomogram for Predicting Severe Pneumocystis jirovecii Pneumonia in Kidney Transplant Recipients

Shuo Wang; Chuanyou Xia; Yuchong Zhu; Guanbao Tang; Yunchao Wang; Lingquan Meng; Xiaoming Zhang; Jianning Wang; Jiwei Yang

doi:10.12659/AOT.952235

17 March 2026 : Original article

Development and Validation of a Machine Learning-Based Nomogram for Predicting Severe Pneumocystis jirovecii Pneumonia in Kidney Transplant Recipients

Shuo Wang^{AE 1,2*}, Chuanyou Xia^{BF 1}, Yuchong Zhu^{BC 1,2}, Guanbao Tang^{D 1}, Yunchao Wang^{C 1}, Lingquan Meng^{F 1}, Xiaoming Zhang^{D 1}, Jianning Wang^{E 1}, Jiwei Yang^{AE 1}

DOI: 10.12659/AOT.952235

Ann Transplant 2026; 31:e952235

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Figure 3 Forest plot of the multivariate analysis with the selected variables.

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Development and Validation of a Machine Learning-Based Nomogram for Predicting Severe Pneumocystis jirovecii Pneumonia in Kidney Transplant Recipients

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