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The interaction between OGI budget and inspection_budget_share was previously interpreted as 'diminishing returns/resource saturation.' Updated to acknowledge: - budget_share varies only over time (same as budget), not across districts - range is just 0.59-0.67 across 8 years (8 data points) - cannot distinguish moderation mechanism from year-specific confounders - H2 result is exploratory, not confirmatory Updated cells: 17 (H2 header), 24 (Results H2 section), 28 (hypotheses table) Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>