Multipartite nonlocality in an Ising model with a tilted magnetic field at zero and finite temperatures

•Multipartite nonlocality of the mixed order Ising model is studied at zero and finite temperature.•The ground-state multipartite nonlocality and its derivative can correctly mark QPTs of the model.•A high longitudinal magnetic field can destroy the weakening effect of the thermal fluctuations.