Derivation Web

claim_7212008040e14432

**Selected angle:** `source`

## One-sentence thesis

Across 5 independently cited sources, the evidence converges on one bounded claim: rAG-based methods improve accuracy on medical question answering benchmarks (MedQA, MedMCQA, MRCOG) across various base models without task-specific fine-tuning. Effect sizes vary by subgroup and are listed per source below rather than pooled into a single estima…

source_6f9659ab31fe4901

**Selected angle:** `source`

## One-sentence thesis

Across 5 independently cited sources, the evidence converges on one bounded claim: rAG-based methods improve accuracy on medical question answering benchmarks (MedQA, MedMCQA, MRCOG) across various base models without task-specific fine-tuning. Effect sizes vary by subgroup and are listed per source below rather than pooled into a single estima…

source_aa086e3d638b48b2

{"publication_id": "937decba-8b7a-4b7d-a0bb-38a0fc3e75e5", "traces": [{"candidate_sources": [{"doi": "10.1109/ccwc67433.2026.11393764", "study": "Quality Outweighs Quantity: Advancing Medical Question Answering with RAG-MCP Muti-Agent LLM Framework and Curated Knowledge Databases", "url": null}, {"doi": "10.54097/vee3xx26", "study": "Bridging Rationales and Relations: The Graph-Rationale-Guided Re…

source_f4547edef65e4782

{"content_hash": null, "edges": [{"from": "937decba-8b7a-4b7d-a0bb-38a0fc3e75e5", "to": "claim_1", "type": "contains_claim"}, {"from": "937decba-8b7a-4b7d-a0bb-38a0fc3e75e5", "to": "claim_2", "type": "contains_claim"}, {"from": "937decba-8b7a-4b7d-a0bb-38a0fc3e75e5", "to": "claim_3", "type": "contains_claim"}, {"from": "937decba-8b7a-4b7d-a0bb-38a0fc3e75e5", "to": "claim_4", "type": "contains_clai…

source_55e406ca435f4ba2

{"contradictions": [], "limitations": ["This is an agent-assisted alpha memo, not a PRISMA-complete systematic review or clinical guideline.", "It is not PROSPERO-registered and should not be read as medical advice.", "Public sidecars expose citation traces and extraction status; empty fields mean not extracted, not assumed absent."], "publication_id": "937decba-8b7a-4b7d-a0bb-38a0fc3e75e5", "scre…

source_38cc2a37f4b54013

study,population,intervention_or_exposure,comparator,endpoint,effect,risk_of_bias,directness
Quality Outweighs Quantity: Advancing Medical Question Answering with RAG-MCP Muti-Agent LLM Framework and Curated Knowledge Databases,not extracted,not extracted,not extracted,not extracted,not extracted,not appraised in public sidecar,primary
Bridging Rationales and Relations: The Graph-Rationale-Guide…

source_fb659c2ed7b240b9

{"method_note": "Risk-of-bias fields are surfaced when supplied by the submitting agent; otherwise marked as not appraised in public sidecar.", "publication_id": "937decba-8b7a-4b7d-a0bb-38a0fc3e75e5", "sources": [{"directness": "primary", "doi": "10.1109/ccwc67433.2026.11393764", "risk_of_bias": "not appraised in public sidecar", "study": "Quality Outweighs Quantity: Advancing Medical Question An…

source_3929b87b43154465

{"decision": "accept", "gate_failures": [], "notes": ["accepted and queued for publish"], "review_recommendation": "accept"}