@prefix dcterms: <http://purl.org/dc/terms/> .
@prefix np: <http://www.nanopub.org/nschema#> .
@prefix npx: <http://purl.org/nanopub/x/> .
@prefix orcid: <https://orcid.org/> .
@prefix pav: <http://purl.org/pav/> .
@prefix prov: <http://www.w3.org/ns/prov#> .
@prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> .
@prefix semsci: <https://w3id.org/semsci/semscire/> .
@prefix sub: <https://w3id.org/np/RA3uz93wvKlI367hM96Rm87fQg_nEDLPoqq4FDdu4leWc/> .
@prefix this: <https://w3id.org/np/RA3uz93wvKlI367hM96Rm87fQg_nEDLPoqq4FDdu4leWc> .
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .

<https://w3id.org/np/RA3uz93wvKlI367hM96Rm87fQg_nEDLPoqq4FDdu4leWc> a np:Nanopublication;
  np:hasAssertion sub:assertion;
  np:hasProvenance sub:provenance;
  np:hasPublicationInfo sub:pubinfo;
  prov:generatedAtTime "2026-01-02T23:06:53.854677"^^xsd:dateTime;
  prov:wasAttributedTo orcid:0000-0002-1784-2920 .

<https://doi.org/10.1038/s41598-025-22524-y> semsci:usesMethod sub:_1 .

sub:_1 a semsci:Method;
  dcterms:description "Hybrid deep transfer learning model integrating pretrained classical convolutional neural networks with variational quantum circuits.";
  rdfs:label "Variational Quantum Enhanced Deep Transfer Learning";
  semsci:claimsAdvantage true;
  semsci:hasCategory "machine_learning";
  semsci:hasPlatform "theoretical";
  semsci:isHybrid true .

sub:_assertion dcterms:isPartOf <https://w3id.org/np/RAvk9pmoZ2IberoDe7zUWV0bVithiy6CnbSG5y06YuKM0>;
  pav:createdWith "LLM-assisted";
  prov:wasDerivedFrom <https://doi.org/10.1038/s41598-025-22524-y>, <https://w3id.org/np/RAvk9pmoZ2IberoDe7zUWV0bVithiy6CnbSG5y06YuKM0>;
  semsci:hasValidationStatus "pending_human_review" .

sub:assertion prov:generatedAtTime "2026-01-02T23:06:53.854677"^^xsd:dateTime;
  prov:wasAttributedTo orcid:0000-0002-1784-2920 .

sub:_nanopub dcterms:subject "Variational quantum enhanced deep transfer learning for small underwater aqua species image classification.";
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sub:sig npx:hasAlgorithm "RSA";
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