Zhang, Z., Geng, X., Yin, M., Liang, Y., Zheng, G. (2025). Establishment and validation of a diagnostic model for cholangiocarcinoma based on LightGBM machine-learning algorithm. Scientific Reports. https://doi.org/10.1038/s41598-025-30431-5