{"id":"evidence-retraction-rate","text":"13-37% of derived beliefs are retracted per review round across multiple expert KBs. Self-correction works — the system finds and removes its own errors","truth_value":"IN","source":"repo:beliefs-pi/CLAUDE.md","source_url":"","source_hash":"","justifications":[],"dependents":["review-catches-llm-errors","self-improvement"],"metadata":{},"created_at":"","updated_at":"","reviewed_at":"","verified_at":"","retracted_at":"","explanation":{"steps":[{"node":"evidence-retraction-rate","truth_value":"IN","reason":"premise"}]}}