Key points Clinicoradiologic model has a good performance in diagnosing MTHCC. In validation set, models 2 and 3 did not significantly improve predictive performance compared to clinicoradiologic model. Clinicoradiologic model yielded higher clinical benefit at MTHCC threshold probability of 10%. Clinicoradiologic model is as beneficial as model 3, yet simpler and easier.