@prefix this: <https://w3id.org/sciencelive/np/RAH71F0FaKHQ2OZ-k_mGaO0GB501kDHo_ZqY6ScBbtep4> .
@prefix sub: <https://w3id.org/sciencelive/np/RAH71F0FaKHQ2OZ-k_mGaO0GB501kDHo_ZqY6ScBbtep4/> .
@prefix np: <http://www.nanopub.org/nschema#> .
@prefix rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#> .
@prefix prov: <http://www.w3.org/ns/prov#> .
@prefix npx: <http://purl.org/nanopub/x/> .
@prefix dc: <http://purl.org/dc/terms/> .
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .

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

sub:assertion {
  <https://doi.org/10.3389/fmars.2025.1699781> <http://purl.org/spar/cito/hasQuotedText>
      "rare species are underrepresented due to their natural occurrence and sampling bias, leading to substantial class imbalance. ";
    <http://www.w3.org/2000/01/rdf-schema#comment> "The reported 86.3% top-1 / 98.8% top-5 accuracy aggregates all 95 classes, masking the rare-species long tail—often the most informative for biodiversity monitoring. Per-class performance matters for operational ecology. We extend the classifier by adding multi-scale scattering features to CNN softmax outputs to test whether rare-class performance can improve without degrading overall accuracy." .
  
  <https://w3id.org/np/o/ntemplate/CREATOR> <http://purl.org/spar/cito/quotes> <https://doi.org/10.3389/fmars.2025.1699781> .
}

sub:provenance {
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sub:pubinfo {
  <https://orcid.org/0000-0002-1784-2920> <http://xmlns.com/foaf/0.1/name> "Anne Fouilloux" .
  
  this: dc:created "2026-04-26T19:19:38.294Z"^^xsd:dateTime;
    dc:creator <https://orcid.org/0000-0002-1784-2920>;
    dc:license <https://creativecommons.org/licenses/by/4.0/>;
    npx:hasNanopubType <http://purl.org/spar/cito/cites>;
    npx:wasCreatedAt <https://platform.sciencelive4all.org>;
    <http://www.w3.org/2000/01/rdf-schema#label> "Paper annotation: rare species are underrepresented due to their natural occurrence and sampling bias, leading to substantial class imbalance. ";
    <https://w3id.org/np/o/ntemplate/wasCreatedFromTemplate> <https://w3id.org/np/RA24onqmqTMsraJ7ypYFOuckmNWpo4Zv5gsLqhXt7xYPU> .
  
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