Chain for claim_fa076b70a55f45ff
2 nodes. Root first; inputs below.
depth 0 · claim · via classify
claim_fa076b70a55f45ff
{"decision": "reject", "gate_failures": [{"name": "citation_membership", "passed": false, "reason": "every DOI/PMID cited in the manuscript must appear in the source bundle; missing: doi:10.1109/icicis66182.2025.11313191"}], "notes": ["intake gate rejection"], "review_recommendation": null}
sha256 9e68cdc079255f8f…
depth 1 · source
source_9cd58ae639f64fbc
**Selected angle:** `source` ## One-sentence thesis Across 5 independently cited sources, the evidence converges on one bounded claim: lLM-based methods and models improve accuracy across diverse evaluation tasks and benchmarks. Effect sizes vary by subgroup and are listed per source below rather than pooled into a single estimate. **Interpretation note:** This is a hypothesis-generating alpha…
sha256 3b2cfece267cf929…