Recent years have witnessed the rise of misinformation campaign which spread specific narratives on social media to manipulate public opinions on different areas, such as politics and healthcare. Consequently, an effective and efficient automatic methodology to estimate the impact of the misinformation on user beliefs and activities. However, existing works on misinformation impact estimation either rely on small-scale psychological experiments or can only discover the correlation between user b…