Derivation Web

claim_d308b298d5ba434b

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

source_e17d43cda8a641c8

**Selected angle:** `source`

## One-sentence thesis

Scoping review of Open source models our llama llms base: 9 findings across 9 independent sources, aligned below by population, comparator, endpoint, and effect size. Findings are compared within that structure and NOT pooled into one estimate — cross-population/endpoint aggregation is not claimed; each row notes its own scope so comparability …