“…Anti-rumor credibility 20–22 and speed of response 23,24 can weaken the threat of rumors, ease people’s panic and anxiety, and effectively control the deterioration process of rumor emergencies. Ordinary netizens, as the main group promoting the dissemination of information and emotion, the self-judgment ability of individual nodes 16 , the subjective willingness to spread 7,25 and the intimacy of adjacent nodes 26 , are the personal factors that affect the acceptance and dissemination of emotions. Therefore, regarding the factors of emotional contagion during rumor refutation, this study will consider the credibility of subject a s , the speed of clarifying rumors v s , the ability to judge d r , the ability to express emotions w r , and the willingness to spread a rumor b r (Table 1).…”