“…given the recent successful use of fuzzy ER on the outbreak risk analysis of epidemics (e.g. Shi et al, 2021). Within the port vulnerability study, the model should take into account different attribute weight assignments to reflect the feature of low-frequency-high-consequence events such as COVID-19.…”