Development of a Bayesian event tree for short-term eruption onset forecasting at Taupō volcano

•Structured elicitation approach to likelihood of eruption at large caldera volcano.•Seventeen historical unrest sequences used to calibrate model.•Time variability in monitoring network has impact on eruption probabilities.