“…In the selection of input-output elements for port efficiency evaluation, most studies select input elements from port infrastructure or equipment approximating the capital level (Bonilla et al, 2004;Birgun and Akten, 2005;Wiegmans and Witte, 2017;Chang et al, 2021), such as berth length or depth, number or intensity of cranes; output elements mostly select container throughput or cargo throughput (Cullinane and Wang, 2006;Chang et al, 2021), only a tiny number of scholars regard passengers as an output factor (Simões and Marques, 2010;Tovar and Wall, 2019); at the same time, some scholars also examine non-desired output factors, such as carbon dioxide emissions (Na et al, 2017;Dong et al, 2019).…”