ResearchBenchmarksEvent-based early warning prediction on Vineyard disease-risk 2022 (val)Follow100Event RecallLSTM7480.7587.594.25May 6, 2026Evaluation ResultsMethodMethodLinksEvent RecallLead DaysAlert PrecisionEpisode PrecisionLSTMThreshold=0.60Threshold=0.602026.051006.7550.6788.89TCNThreshold=0.25Threshold=0.252026.051006.7557.58100XGBoostThreshold=0.05Threshold=0.052026.0575634.6954.55