Illustrative Contract-A queryGermany · Wheat · field109 · SR=0.2
Geographic context only
QueryTop-1Top-2Top-3

Contract-A correction decomposition

Frozen prediction6.740
+
Target calibration β̂T+3.393
=
Scalar calibration10.133
+
Analog anomaly+0.398
=
ARC prediction10.530 t/ha
Query label excluded from the evidence bank. Map and satellite imagery provide geographic context only; retrieval uses Sentinel-2, weather, soil, and terrain features.

Signed neighbor contributions (wj × r̃j)

Top-1+0.401 t/ha
Top-2+0.106 t/ha
Top-3-0.110 t/ha