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Highlights • The COVID-19 outbreak significantly affects the mental health of Chinese public • During the outbreak, young people had a higher risk of anxiety than older people • Spending too much time thinking about the outbreak is harmful to mental health • Healthcare workers were at high risk for poor sleep