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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": "New York Metro", "slug": "new-york-metro", "context_count": 8320, "geography": "New York-Newark-Jersey City, NY-NJ", "reference_period": "May 2025", "source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "status": "current_published_estimate", "published_team_positions": 25, "published_individual_positions": 25, "source_backed_candidate_pool": 118, "interpretation": "Market-scale context only; not the REAI ranking denominator or a claim that every professional was evaluated." } }