@prefix this: <https://w3id.org/kpxl/ios/ds/np/RAwzy9MYRt4Ap7tsf3tmzQljnTYrZCZsz4FPw9EcWeTyQ> .
@prefix sub: <https://w3id.org/kpxl/ios/ds/np/RAwzy9MYRt4Ap7tsf3tmzQljnTYrZCZsz4FPw9EcWeTyQ#> .
@prefix np: <http://www.nanopub.org/nschema#> .
@prefix dct: <http://purl.org/dc/terms/> .
@prefix pav: <http://purl.org/pav/> .
@prefix nt: <https://w3id.org/np/o/ntemplate/> .
@prefix npx: <http://purl.org/nanopub/x/> .
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .
@prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> .
@prefix orcid: <https://orcid.org/> .
@prefix prov: <http://www.w3.org/ns/prov#> .
sub:Head {
  this: np:hasAssertion sub:assertion ;
    np:hasProvenance sub:provenance ;
    np:hasPublicationInfo sub:pubinfo ;
    a np:Nanopublication .
}
sub:assertion {
  <https://nanodash.petapico.org/explore?8&id=https://zenodo.org/record/7937808/files/DWAEF_Sarc_Dataset.xlsx> rdfs:label "DWAEF_Sarc_Dataset.xlsx" .
  sub:evaluation <http://www.w3.org/ns/mls#hasValue> "0.82" ;
    <http://www.w3.org/ns/mls#specifiedBy> <http://purl.obolibrary.org/obo/STATO_0000415> .
  sub:run dct:description "This experiment detects metaphors in online text messages." ;
    a <http://www.w3.org/ns/mls#Run> ;
    rdfs:label "detection of metaphors in online text messages" ;
    <http://www.w3.org/ns/mls#achieves> <https://w3id.org/kpxl/ios/ds/terms/metaphor_detection> ;
    <http://www.w3.org/ns/mls#hasInput> <https://nanodash.petapico.org/explore?8&id=https://zenodo.org/record/7937808/files/DWAEF_Sarc_Dataset.xlsx> ;
    <http://www.w3.org/ns/mls#hasOutput> sub:evaluation ;
    <http://www.w3.org/ns/mls#realizes> <http://www.wikidata.org/entity/Q61726893> .
}
sub:provenance {
  <https://doi.org/10.3233/DS-220058> a <http://purl.org/ontology/bibo/AcademicArticle> .
  sub:assertion prov:wasGeneratedBy sub:research-activity .
  sub:research-activity dct:description <https://doi.org/10.3233/DS-220058> .
}
sub:pubinfo {
  <http://purl.obolibrary.org/obo/STATO_0000415> nt:hasLabelFromApi """accuracy - in the context of binary classification, accuracy is defined as the proportion of true results (both true positives and true negatives) to the total number of cases examined (the sum of true positive, true negative, false positive and false negative).

It can be understood as a measure of the proximity of measurement results to the true value.""" .
  <http://www.wikidata.org/entity/Q61726893> nt:hasLabelFromApi "Bidirectional Encoder Representations from Transformer - deep learning artificial neural network language model" .
  sub:sig npx:hasAlgorithm "RSA" ;
    npx:hasPublicKey "MIGfMA0GCSqGSIb3DQEBAQUAA4GNADCBiQKBgQCjDGQCS1S+SRnERDuYDXOugdYUP0efEquHJEEHAbU/uLzBVlga89zqrNPCS7fBE6lArBUWEmT8eLKdMapyqvAzI1J3jUWTMhDJF+XFBkUiuiFfNSc4vJJcmi0yujtnuzXsRIG202jyaP4f5ULoskFwaZOSBZJfiE0dsB3D7DTIAQIDAQAB" ;
    npx:hasSignature "UqbhT/mQNpjmLgRqo1dnFc+TcoDNhZsbdFdMD+RSCrzAIjAnAC9ly/P+YcuyfLOkSIMFGTDXu4AC6KH4Ibrsr8ll0EtTCFJPVghyKHc6Z35OhY4X1SyoQOzhR9soe5QHTkTCS6SFRnE6nSQThvPOVuREeQLoMaWrGS6vN/6ws6M=" ;
    npx:hasSignatureTarget this: .
  this: dct:created "2023-08-21T12:36:21.322Z"^^xsd:dateTime ;
    dct:creator orcid:0000-0002-1267-0234 ;
    dct:license <https://creativecommons.org/licenses/by/4.0/> ;
    npx:introduces sub:run ;
    npx:supersedes <https://w3id.org/kpxl/ios/ds/np/RA7IcxOtYES1ljtdovSLFkgn9CpfOdl80URf16vP_F8Uo> ;
    pav:authoredBy orcid:0000-0002-3340-8112 , orcid:0000-0002-4472-1681 , orcid:0000-0002-5169-209X , orcid:0000-0002-6785-9691 , orcid:0000-0003-0636-4000 ;
    a <https://w3id.org/kpxl/ios/ds/terms/DataScienceNanopub> ;
    rdfs:label "Result of Machine Learning run: detection of metaphors in online text messages" ;
    prov:wasDerivedFrom <http://purl.org/np/RAqiDn7GfKtIRRUPkgznE_hNk26RF1pPAkRkXfwUMQ1CQ> ;
    nt:wasCreatedFromProvenanceTemplate <http://purl.org/np/RA_-YylcyRKkkwjx_soUtPPIBysGtkE2mr_xX0EO1G5Zk> ;
    nt:wasCreatedFromPubinfoTemplate <http://purl.org/np/RA1Bt6rexAVYYygHgvy6dhSORO786VSu7sYkr7kX5oFIE> , <http://purl.org/np/RA6MFGH8kiUz8Ho0eIPAArIV70xaFutuTQ5HVVKpn7xYs> , <http://purl.org/np/RAA2MfqdBCzmz9yVWjKLXNbyfBNcwsMmOqcNUxkk1maIM> , <http://purl.org/np/RABngHbKpoJ3U9Nebc8mX_KUdv_vXw28EejqAyQya5zVA> , <http://purl.org/np/RAh1gm83JiG5M6kDxXhaYT1l49nCzyrckMvTzcPn-iv90> , <http://purl.org/np/RAjpBMlw3owYhJUBo3DtsuDlXsNAJ8cnGeWAutDVjuAuI> ;
    nt:wasCreatedFromTemplate <http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8> .
  <https://w3id.org/kpxl/ios/ds/terms/metaphor_detection> nt:hasLabelFromApi "metaphor detection - by Tobias Kuhn" .
}