“…In considering the features of the BE in reflecting direct and indirect face-to-face communications, this study attempts to fill the research gaps by focusing on the spread of COVID-19 in its initial stage in China, measured by the ratio of accumulative confirmed infection cases. Studies on China have attracted various international attentions in terms of epidemic analysis (e.g., Ahmed et al, 2020 ; Han & Yang, 2020 ; Peng et al, 2020 ), policy measures (e.g., Aleta et al, 2020 ; Hasnain et al, 2020 ), environmental impacts (e.g., Giani et al, 2020 ), and global development (e.g., Schindler et al, 2020 ), etc. Such attentions may be because China’s responses can be a better reference for other countries to deal with both the current and future pandemics ( Altakarli, 2020 ; Xu et al, 2020 ).…”