Back to search

Article

A Deep LLM-Knowledge Graph Fusion Framework for Mechanistic Natural Substance Recommendation and Prioritization in Psoriasis

2025-11-07

Abstract excerpt

Psoriasis, a chronic inflammatory skin disease, requires safer and more economical therapeutic strategies, especially those derived from natural substances. While Large Language Models (LLMs) show promise in recommending natural substances for psoriasis, existing approaches often lack robust mechanistic validation, comprehensive literature support, and effective prioritization. To address this, we introduce PsoSub...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work
a7aa215c-5012-5404-bd33-78b6a03996fe
DOI
10.20944/preprints202511.0546.v1
Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest
Interactive article relationship graphSelect a related publication card to move it into the centre and load its closest explainable connections. Solid lines are source-backed structured connections. Dashed lines are semantic discovery signals and are not scientific evidence.
A Deep LLM-Knowledge Graph Fusion Framework for Mechanistic Natural Substance Recommendation and Prioritization in PsoriasisDOI 10.20944/preprints202511.0546.v1
Select a neighboring publication to make it the new centre.