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Public opinion is a visual representation of the public's social psychology. The psychological mechanism of the public in the Internet space is dynamic and complex, and there are some deficiencies in the Internet deliberation. In the face of the negative social effects of online public opinion, the new mainstream media should take the responsibility of guiding public opinion. In the diversified media communication environment, new mainstream media need to innovate the concept of public opinion guidance.