High-quality dataset and engineering-friendly interpretable machine learning model for predicting shear capacity of perfobond rib connectors. - Kaiqi Zheng; Xueyang Bai; Jiyang Yi; Ji Zhou; Yantai Zhang; Fenghui Dong; Yang Wei (Eng. Appl. Artif. Intell., 2026)