ResearchBenchmarksEvent-based early warning prediction on Vineyard disease-risk 2023 (test)Event-based early warning prediction on Vineyard disease-risk 2023 (test)Follow87.5Event RecallLSTM74.577.87581.2584.625May 6, 2026Evaluation resultsMethodMethodLinksEvent RecallLead DaysAlert PrecisionEpisode PrecisionLSTMThreshold=0.60Threshold=0.602026.0587.5650.9858.33TCNThreshold=0.25Threshold=0.252026.05755.833344.2354.55XGBoostThreshold=0.05Threshold=0.052026.05755.666755.2654.55