“…Monajem and Nosratian (2015) added spatial indices which might determine the structure of station area development. In addition to adding different indicators, some scholars introduced a third dimension to extend the node place model, considering factors such as the urban design features (Vale, 2015;Vale et al, 2018;Zheng and Austwick, 2023), the functional and morphological interrelation between transportation and urban conditions (Lyu et al, 2016;Su et al, 2021;Cummings and Mahmassani, 2022), traveller-related attributes (Cao et al, 2020;Dou et al, 2021;Zhou et al, 2023), and ecological environment (Yang et al, 2023).…”