News Summary

• Using 617,862 records from 1,974 centroids across six hydrological years, six primary detector families were assessed under nested temporal cross-validation.
• Convolutional neural network autoencoder showed the strongest response to the strong-reference controlled synthetic proxy.
• The resulting screening priorities require independent administrative and field evidence to establish physical cause or legal status.