“…The current research on carbon emissions in cities along the Yangtze River focuses on the extensive range of the Yangtze River Economic Belt, covering over 108 cities [13]. These studies explore the impact of factors such as construction land [12,14], industrialization [15], urbanization [16], foreign direct investment [16], economic growth [17], green innovation [13], industrial agglomeration [18,19], digital economy [20], and regional integration [21] on CO 2 emissions. However, due to the broad scope of the Yangtze River Economic Belt, most of the cities within it are not port cities, which leads to a general oversight in existing research on the potential impact of port activities on urban CO 2 emissions.…”