{"generated_at":"2026-09-23T00:17:02.335803+00:00","honest_caveats":["Inherits contagion-chain v1 model uncertainty (primary horizon AUC ~0.67).","24-48h is a TIGHT window. Most observed contagion patterns are 3-7d. This endpoint uses the shortest supported horizon (3d) as the closest proxy.","A country on the watchlist does NOT mean it WILL block. The score is a relative ranking; absolute calibration of the underlying pairwise classifier is moderate (Brier ~0.14 at 3d).","Trigger attribution is probabilistic (per-pair model output), not causal. Two countries spiking around the same time can also reflect shared upstream outages, regional politics, or coincidence.","Noisy-OR aggregation assumes triggers act independently \u2014 this overestimates risk when multiple triggers share an underlying driver.","Base-rate adjustment subtracts (base_daily * horizon) to discount countries that block every day anyway. This is a heuristic, not a matched counterfactual.","With zero active triggers in the last 48h, watchlist is empty by design."],"horizon_days":3,"n_active_triggers":0,"n_candidates_scored":0,"schema":"voidly-live-contagion-watchlist/v1","trigger_window_hours":48,"underlying_model":{"name":"contagion-chain-v1 (pairwise XGBoost)","primary_horizon_auc_h7":0.6696949571962517,"sidecar":"/opt/voidly-ai/ml-deploy/contagion_chain_v1.json"},"version":"1.0","watchlist_top_k":15}