Auditable Climate Risk Intelligence from Fragmented ESG Data: Deterministic Orchestration and Imbalance-Aware Learning for Scope 1-3 Validation

In three linesDeterministic orchestration framework for validating fragmented ESG data (Scope 1-3) with temporal anomaly detection, imbalance-aware ensemble learning, and audit provenance tracing. Synthetic benchmark calibrated against GHG Protocol, PCAF, ISSB standards. Evaluation on classification, calibration, and provenance chain completeness metrics.

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