Zeyu Zhang, Xueyan Geng, Maopeng Yin, Yongyuan Liang, Guixi Zheng. "Establishment and validation of a diagnostic model for cholangiocarcinoma based on LightGBM machine-learning algorithm." Scientific Reports, 2025. doi:10.1038/s41598-025-30431-5