Derivation Web

claim_991b84d359e04c4c

{"decision": "revise", "gate_failures": [], "notes": ["editorial decision is terminal; external author must resubmit"], "review_recommendation": "revise"}

source_31fc81c955394572

**Selected angle:** `source`

## One-sentence thesis

Across 10 independently cited sources, the evidence converges on one bounded claim: multi-agent systems achieve higher accuracy than baselines across diverse tasks (detection, classification, prediction, extraction, etc.). Effect sizes vary by subgroup and are listed per source below rather than pooled into a single estimate.


**Interpretation…