Nanopublications

@prefix this: <https://w3id.org/np/RATsDohB7U29zqQsNgLIzdnbRcti-CmKVwvK5IbO8sq2s> .
@prefix sub: <https://w3id.org/np/RATsDohB7U29zqQsNgLIzdnbRcti-CmKVwvK5IbO8sq2s/> .
@prefix np: <http://www.nanopub.org/nschema#> .
@prefix dct: <http://purl.org/dc/terms/> .
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .
@prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> .
@prefix prov: <http://www.w3.org/ns/prov#> .
@prefix npx: <http://purl.org/nanopub/x/> .

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sub:assertion {
  <https://doi.org/10.48550/arXiv.2508.06186> dct:title "DKG-LLM : A Framework for Medical Diagnosis and Personalized Treatment Recommendations via Dynamic Knowledge Graph and Large Language Model Integration" ;
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#Dkgllm2025AdaptiveSemanticFusionAlgorithm> , <https://neverblink.eu/ontologies/llm-kg/methods#Dkgllm2025DkgllmFramework> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#DrKnows> , <https://neverblink.eu/ontologies/llm-kg/methods#Dynllm> , <https://neverblink.eu/ontologies/llm-kg/methods#Escargot> , <https://neverblink.eu/ontologies/llm-kg/methods#GraphRag> , <https://neverblink.eu/ontologies/llm-kg/methods#Llmrg> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#Dkgllm2025AdaptiveSemanticFusionAlgorithm> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "ASFA is the core innovation within the DKG-LLM framework, responsible for integrating Grok 3 outputs with the DKG, ensuring semantic consistency, and managing computational efficiency. It includes phases for data ingestion, semantic extraction, dynamic graph updates, and a dedicated 'Reasoning and Recommendation' phase utilizing Bayesian inference and optimization for diagnosis and treatment. ASFA facilitates the synergistic reasoning process by dynamically fusing information and refining parameters through feedback." ;
    rdfs:label "Adaptive Semantic Fusion Algorithm (ASFA)" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  <https://neverblink.eu/ontologies/llm-kg/methods#Dkgllm2025DkgllmFramework> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "The DKG-LLM Framework integrates a Dynamic Knowledge Graph (DKG) with the Grok 3 LLM to provide medical diagnosis and personalized treatment recommendations. It addresses the LLM's shortcomings in transparent reasoning by leveraging the DKG for structured knowledge and the Adaptive Semantic Fusion Algorithm (ASFA) for dynamic updates and probabilistic reasoning. The framework's core aim is to enhance decision-making and diagnostic accuracy by synergistically combining both components." ;
    rdfs:label "DKG-LLM Framework" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  <https://neverblink.eu/ontologies/llm-kg/methods#DrKnows> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "DR.KNOWS" .
  <https://neverblink.eu/ontologies/llm-kg/methods#Dynllm> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "DynLLM" .
  <https://neverblink.eu/ontologies/llm-kg/methods#Escargot> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "ESCARGOT" .
  <https://neverblink.eu/ontologies/llm-kg/methods#GraphRag> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "GraphRAG" .
  <https://neverblink.eu/ontologies/llm-kg/methods#Llmrg> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "LLMRG (Large Language Model Reasoning Graphs)" .
}

sub:provenance {
sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent> ;
prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2508.06186> .
}

sub:pubinfo {
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    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2508.06186" .
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