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https://w3id.org/np/RAWNYDqaaWrhohvF7Qe0_p8wazwAvBrak0uvq_ddzR-2U

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Content

@prefix this: <https://w3id.org/np/RAWNYDqaaWrhohvF7Qe0_p8wazwAvBrak0uvq_ddzR-2U> .
@prefix sub: <https://w3id.org/np/RAWNYDqaaWrhohvF7Qe0_p8wazwAvBrak0uvq_ddzR-2U/> .
@prefix np: <http://www.nanopub.org/nschema#> .
@prefix dct: <http://purl.org/dc/terms/> .
@prefix pav: <http://purl.org/pav/> .
@prefix rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#> .
@prefix owl: <http://www.w3.org/2002/07/owl#> .
@prefix rdfg: <http://www.w3.org/2004/03/trix/rdfg-1/> .
@prefix dce: <http://purl.org/dc/elements/1.1/> .
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@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/> .

sub:Head {
  this: a np:Nanopublication;
    np:hasAssertion sub:assertion;
    np:hasProvenance sub:provenance;
    np:hasPublicationInfo sub:pubinfo .
}

sub:assertion {
  <https://doi.org/10.48550/arXiv.2512.09127> a prov:Entity;
    dct:title "Knowledge-Guided Large Language Model for Automatic Pediatric Dental Record Understanding and Safe Antibiotic Recommendation";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#KnowledgeGuidedLargeLanguageModel>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#BioGPT>,
      <https://neverblink.eu/ontologies/llm-kg/methods#ClinicalBERT>, <https://neverblink.eu/ontologies/llm-kg/methods#Llama2Clinical>,
      <https://neverblink.eu/ontologies/llm-kg/methods#MedPaLM2> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#BioGPT> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "BioGPT" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ClinicalBERT> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ClinicalBERT" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KnowledgeGuidedLargeLanguageModel>
    a <http://purl.org/spar/fabio/Workflow>;
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedKnowledgeRepresentation>;
    rdfs:comment "The KG-LLM proposes a hybrid architecture that explicitly fuses the LLM's semantic representation with knowledge-grounded embeddings from a pediatric dental knowledge graph using a learnable gating parameter. This creates a blended representation, aligning with 'SynergizedKnowledgeRepresentation' by effectively combining knowledge from both sources to enhance record understanding and safe antibiotic recommendations.";
    rdfs:label "Knowledge-Guided Large Language Model (KG-LLM)";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Llama2Clinical> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Llama-2 Clinical" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#MedPaLM2> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Med-PaLM 2" .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2512.09127> .
}

sub:pubinfo {
  this: dct:created "2026-02-26T16:33:20.279Z"^^xsd:dateTime;
    dct:creator <https://neverblink.eu/ontologies/llm-kg/agent>;
    npx:hasNanopubType <https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult>;
    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2512.09127" .
  
  sub:sig npx:hasAlgorithm "RSA";
    npx:hasPublicKey "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB";
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    npx:hasSignatureTarget this:;
    npx:signedBy <https://neverblink.eu/ontologies/llm-kg/agent> .
}