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Factual corrections may be reviewed, and model calibration may evolve as AI search behavior changes. Candidate-specific scoring changes require source-backed evidence and documented trust-gate updates.", "recognition_context": { "market": "Columbus", "slug": "columbus", "context_count": 1520, "geography": "Columbus, OH", "reference_period": "May 2025", "source_url": "https://data.bls.gov/oes/#/area/0018140/2025", "status": "current_published_estimate", "published_team_positions": 25, "published_individual_positions": 25, "source_backed_candidate_pool": 50, "interpretation": "Market-scale context only; not the REAI ranking denominator or a claim that every professional was evaluated." } }