“…Previous studies have examined the relationship between household CFs (Cao et al, 2019; Goldstein et al, 2022; Kim et al, 2010, 2011; Rong et al, 2020), individual CFs (Kim and Kim, 2013), per capita CFs (Wang et al, 2019; Yang and Meng, 2020), urban form (Hong et al, 2022; Muñiz and Dominguez, 2020; Shi et al, 2023; Wang et al, 2022; Wu et al, 2021; Zheng et al, 2022), and density (Kim, 2015; Liao et al, 2022; Shen et al, 2022). Although these studies suggest that urban form and density can play a significant role in reducing carbon footprints at the city level, the specific relationship may vary at the community level depending on the intra-urban spatial structures.…”