Nanopublication

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ID

https://w3id.org/np/RAT-PGqwhe4Y2hALiOhgEm4ErYVK9vfk0YbQpV2qdN1Ck

Formats

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Content

@prefix this: <https://w3id.org/np/RAT-PGqwhe4Y2hALiOhgEm4ErYVK9vfk0YbQpV2qdN1Ck> .
@prefix sub: <https://w3id.org/np/RAT-PGqwhe4Y2hALiOhgEm4ErYVK9vfk0YbQpV2qdN1Ck/> .
@prefix np: <http://www.nanopub.org/nschema#> .
@prefix dct: <http://purl.org/dc/terms/> .
@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#> .
@prefix foaf: <http://xmlns.com/foaf/0.1/> .

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

sub:assertion {
  <http://purl.org/aida/Stacking+multi-scale+scattering+features+on+top+of+a+convolutional+neural+network%27s+softmax+probabilities+lifts+mean+rare-class+recall+on+plankton+classification+by+8.4+percentage+points+at+a+0.72+percentage-point+cost+to+aggregate+top-1+accuracy.>
    a <http://purl.org/petapico/o/hycl#AIDA-Sentence>;
    <http://purl.org/spar/cito/obtainsSupportFrom> <https://doi.org/10.1051/0004-6361/202244566>,
      <https://doi.org/10.3389/fmars.2025.1699781>, <https://doi.org/10.5281/zenodo.10554845>,
      <https://doi.org/10.5281/zenodo.15269453>, <https://doi.org/10.5281/zenodo.19701133>;
    <http://schema.org/about> <http://www.wikidata.org/entity/Q113009580>, <http://www.wikidata.org/entity/Q17084460>,
      <http://www.wikidata.org/entity/Q184755>, <http://www.wikidata.org/entity/Q25367>,
      <http://www.wikidata.org/entity/Q2539>, <http://www.wikidata.org/entity/Q3604063>,
      <http://www.wikidata.org/entity/Q98526763>;
    <http://www.w3.org/2004/02/skos/core#related> <https://w3id.org/sciencelive/np/RAH71F0FaKHQ2OZ-k_mGaO0GB501kDHo_ZqY6ScBbtep4> .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo orcid:0000-0002-1784-2920 .
}

sub:pubinfo {
  <http://www.wikidata.org/entity/Q113009580> nt:hasLabelFromApi "biodiversity monitoring - activity in ecological practice" .
  
  <http://www.wikidata.org/entity/Q17084460> nt:hasLabelFromApi "convolutional neural network - regularized type of feed-forward neural network that learns features by itself via filter (or kernel) optimization" .
  
  <http://www.wikidata.org/entity/Q184755> nt:hasLabelFromApi "phytoplankton - autotrophic components of the plankton community" .
  
  <http://www.wikidata.org/entity/Q25367> nt:hasLabelFromApi "plankton - organisms that are in the water column and are incapable of swimming against current" .
  
  <http://www.wikidata.org/entity/Q2539> nt:hasLabelFromApi "machine learning - scientific study of algorithms and statistical models that computer systems use to perform tasks without explicit instructions" .
  
  <http://www.wikidata.org/entity/Q3604063> nt:hasLabelFromApi "stacking - act of placing items on top of each other" .
  
  <http://www.wikidata.org/entity/Q98526763> nt:hasLabelFromApi "image classification - set of methods to group images" .
  
  orcid:0000-0002-1784-2920 foaf:name "Anne Fouilloux" .
  
  this: dct:created "2026-04-26T19:27:13.523Z"^^xsd:dateTime;
    dct:creator orcid:0000-0002-1784-2920;
    dct:license <https://creativecommons.org/licenses/by/4.0/>;
    npx:hasNanopubType <http://purl.org/petapico/o/hycl#AIDA-Sentence>, <http://purl.org/petapico/o/hycl>;
    npx:introduces <http://purl.org/aida/Stacking+multi-scale+scattering+features+on+top+of+a+convolutional+neural+network%27s+softmax+probabilities+lifts+mean+rare-class+recall+on+plankton+classification+by+8.4+percentage+points+at+a+0.72+percentage-point+cost+to+aggregate+top-1+accuracy.>;
    npx:wasCreatedAt <https://nanodash.knowledgepixels.com/>;
    rdfs:label "AIDA sentence: Stacking multi-scale scattering features on top of a convolutional neural network's softmax proba...";
    nt:wasCreatedFromProvenanceTemplate <https://w3id.org/np/RA7lSq6MuK_TIC6JMSHvLtee3lpLoZDOqLJCLXevnrPoU>;
    nt:wasCreatedFromPubinfoTemplate <https://w3id.org/np/RACJ58Gvyn91LqCKIO9zu1eijDQIeEff28iyDrJgjSJF8>,
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    nt:wasCreatedFromTemplate <https://w3id.org/np/RALmXhDw3rHcMveTgbv8VtWxijUHwnSqhCmtJFIPKWVaA> .
  
  sub:sig npx:hasAlgorithm "RSA";
    npx:hasPublicKey "MIGfMA0GCSqGSIb3DQEBAQUAA4GNADCBiQKBgQDWv2pJnmDsBOq8OlT1aSvYXSuWT34WOp4FYqEzdnn2F0kqzcFevBqWGZDxJWC0lqCrDEuNfp2QFyPe/+nES9dlHGYIhqPi68fwK6ZiNUotRFxXou+rjFznVvUxtCL8Ede79EBHwWN61QtwSIcU12bLoZsNPFlqQASQ93BJuKlihwIDAQAB";
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    npx:hasSignatureTarget this:;
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}