@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#> .

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

sub:assertion {
  <https://doi.org/10.1038/s41598-025-22524-y> semsci:usesMethod sub:_1 .
  
  sub:_1 dcterms:description "Hybrid deep transfer learning model integrating pretrained classical convolutional neural networks with variational quantum circuits.";
    a semsci:Method;
    rdfs:label "Variational Quantum Enhanced Deep Transfer Learning";
    semsci:claimsAdvantage "true"^^xsd:boolean;
    semsci:hasCategory "machine_learning";
    semsci:hasPlatform "theoretical";
    semsci:isHybrid "true"^^xsd:boolean .
}

sub:provenance {
  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:pubinfo {
  this: 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.";
    npx:wasCreatedFromTemplate <https://w3id.org/np/RAy3tITXPlULFLXxAxek39GLqLdqKkNM5hIzUOZxxjMmI> .
  
  sub:sig npx:hasAlgorithm "RSA";
    npx:hasPublicKey "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAosxbitQQzLXi1949Zd9JmSkGfYHHlj/CZZ7iiYs1TrZ5/Jk/wGA7kHEv7f9NtsinOdBo9EtHj/jgHE5W2Vv404JbOAY280PvH5Jns5ObWdVZmtHeCw0ZIdPEqNrurrEweKhzcTJW/YRpYWPwVPo47XyIW6IAcmx6gfdtmdPddMpplqExrP6G99ksXfXlZI0InQtZJRSGK5lYLLNzaofFtupPI5OAAGjooDyHijp0Ap2HIXH6WpO4S44cFPKU34pH2xhIY4/XT5DG1X5UoiVHs2Yoo30BHFudj/kAFwdzcy6Yh4tMDaB3ox6p7pi267d7n0y7kypC0Nt+hfgHQ1FpgwIDAQAB";
    npx:hasSignature "BRRyXDICQLip+pe9aKIW1FPYJDlyHgS4jSGCoyvAQGoZHXPoUCHbGvNtq+6yWKwdFa3GtnwIsKS2d5geK6zbGDenV6o/AQR/nreRE0ZrHU282XKFe5kt06lkTPyOGEYCZlHGOFWWgnezFnsNThz+3PB0a4C66nq5op7Akfw3R5M6Im8rSEUDrG3JtNeuH1h6sQeS0vLTY/VEyHSGF6obuq20QvC0WxCbnlZCHhAjovrizmMd4tb9c2yIfsG991ntv23dt/BlMzKcAj8OIQm4J50WIK9RFsL7BGie4taniCh22xK1bPFWBKL4HZx/KH3KGIVuQyF7M8q834EvKPAp2A==";
    npx:hasSignatureTarget this:;
    npx:signedBy orcid:0000-0002-1784-2920 .
}