Abstract Background We developed a system to automatically classify stance towards vaccination in Twitter messages. with a focus on messages with a negative stance. Such a system makes it possible to monitor the ongoing stream of messages on social media. offering actionable insights into public hesitance with respect to vaccination. https://www.lorenametaute.com/