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Junjie Wang

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#artificial intelligence Preprint Aug 2026

Propagating construction-time knowledge quality into medical question answering: A framework grounded in clinical guidelines

This work proposes a quality-aware framework that models structural conformance (SchemaConf) and evidential support (EvidScore) as complementary dimensions and fuses them into a per-triple quality signal, Q(t), and retains Q(t) and derived quality tiers as graph attributes and propagates them into quality-weighted subgraph retrieval and tier-conditioned evidence prompting, while preserving passage-level provenance.

Jie Hu, Junjie Wang, Shan Lu et al. · 0 citations

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