rows {
  options {
    physical_type: PHYSICAL_STREAM_TYPE_QUADS
    max_name_table_size: 128
    max_prefix_table_size: 16
    max_datatype_table_size: 16
    logical_type: LOGICAL_STREAM_TYPE_DATASETS
    version: 2
  }
}
rows {
  prefix {
    value: "https://w3id.org/sciencelive/np/"
  }
}
rows {
  name {
    value: "RA_uV84IchQAkkmCP_6amQir_flgCmvvt97DWIDmbu_V0"
  }
}
rows {
  namespace {
    name: "this"
    value {
      prefix_id: 1
    }
  }
}
rows {
  prefix {
    value: "https://w3id.org/sciencelive/np/RA_uV84IchQAkkmCP_6amQir_flgCmvvt97DWIDmbu_V0/"
  }
}
rows {
  name {
  }
}
rows {
  namespace {
    name: "sub"
    value {
      prefix_id: 2
    }
  }
}
rows {
  prefix {
    value: "http://www.nanopub.org/nschema#"
  }
}
rows {
  namespace {
    name: "np"
    value {
      prefix_id: 3
      name_id: 2
    }
  }
}
rows {
  prefix {
    value: "http://www.w3.org/1999/02/22-rdf-syntax-ns#"
  }
}
rows {
  namespace {
    name: "rdf"
    value {
      prefix_id: 4
      name_id: 2
    }
  }
}
rows {
  prefix {
    value: "http://www.w3.org/ns/prov#"
  }
}
rows {
  namespace {
    name: "prov"
    value {
      prefix_id: 5
      name_id: 2
    }
  }
}
rows {
  prefix {
    value: "http://purl.org/nanopub/x/"
  }
}
rows {
  namespace {
    name: "npx"
    value {
      prefix_id: 6
      name_id: 2
    }
  }
}
rows {
  prefix {
    value: "http://purl.org/dc/terms/"
  }
}
rows {
  namespace {
    name: "dc"
    value {
      prefix_id: 7
      name_id: 2
    }
  }
}
rows {
  prefix {
    value: "http://www.w3.org/2001/XMLSchema#"
  }
}
rows {
  namespace {
    name: "xsd"
    value {
      prefix_id: 8
      name_id: 2
    }
  }
}
rows {
  name {
    value: "hasAssertion"
  }
}
rows {
  name {
    value: "assertion"
  }
}
rows {
  name {
    value: "Head"
  }
}
rows {
  quad {
    s_iri {
      prefix_id: 1
      name_id: 1
    }
    p_iri {
      prefix_id: 3
      name_id: 3
    }
    o_iri {
      prefix_id: 2
    }
    g_iri {
    }
  }
}
rows {
  name {
    value: "hasProvenance"
  }
}
rows {
  name {
    value: "provenance"
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 3
    }
    o_iri {
      prefix_id: 2
    }
  }
}
rows {
  name {
    value: "hasPublicationInfo"
  }
}
rows {
  name {
    value: "pubinfo"
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 3
    }
    o_iri {
      prefix_id: 2
    }
  }
}
rows {
  name {
    value: "type"
  }
}
rows {
  name {
    value: "Nanopublication"
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 4
    }
    o_iri {
      prefix_id: 3
    }
  }
}
rows {
  name {
    value: "phillips-table2-maxent-outcome"
  }
}
rows {
  prefix {
    value: "http://schema.org/"
  }
}
rows {
  name {
    value: "endDate"
  }
}
rows {
  datatype {
    value: "http://www.w3.org/2001/XMLSchema#date"
  }
}
rows {
  quad {
    s_iri {
      prefix_id: 2
    }
    p_iri {
      prefix_id: 9
    }
    o_literal {
      lex: "2026-05-29"
      datatype: 1
    }
    g_iri {
      prefix_id: 2
      name_id: 4
    }
  }
}
rows {
  prefix {
    value: "https://w3id.org/sciencelive/o/terms/"
  }
}
rows {
  name {
    value: "FORRT-Replication-Outcome"
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 4
      name_id: 10
    }
    o_iri {
      prefix_id: 10
      name_id: 14
    }
  }
}
rows {
  prefix {
    value: "http://www.w3.org/2000/01/rdf-schema#"
  }
}
rows {
  name {
    value: "label"
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 11
    }
    o_literal {
      lex: "Target-group background improves MaxEnt AUC \342\200\224 Phillips Table 2 reproduced"
    }
  }
}
rows {
  name {
    value: "hasConclusionDescription"
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 10
    }
    o_literal {
      lex: "The reproduction confirms Phillips et al. 2009 Table 2: target-group background improves the mean predictive AUC of presence-only MaxEnt models. Across 225 species in six regions, mean AUC rises from 0.7163 with random background to 0.7468 with target-group background, a gain of +0.0305. This closely matches Phillips\' reported Maxent gain of +0.0293 (0.7276 to 0.7569) in both direction and magnitude, despite using the independent open-source elapid/maxnet engine rather than the original Java Maxent. Phillips\' secondary finding that the gain is largest where sampling bias is greatest also reproduces: the Canadian region (CAN), the most biased, shows the largest gain."
    }
  }
}
rows {
  name {
    value: "hasConfidenceLevel"
  }
}
rows {
  name {
    value: "HighConfidence"
  }
}
rows {
  quad {
    p_iri {
    }
    o_iri {
    }
  }
}
rows {
  name {
    value: "hasEvidenceDescription"
  }
}
rows {
  quad {
    p_iri {
    }
    o_literal {
      lex: "Overall mean AUC: random 0.7163, target-group 0.7468, delta +0.0305 (Phillips Maxent: 0.7276, 0.7569, delta +0.0293). Paired Wilcoxon signed-rank test of target-group vs random per-species AUC: statistic 8028.0, p = 1.6e-06 (significant at p < 0.001). Per-region deltas: CAN +0.1317 (largest, 20 species), SWI +0.0394 (30), AWT +0.0451 (40), NSW +0.0184 (53), NZ +0.0135 (52), SA -0.0146 (30, the only region where target-group background did not help). The largest gain falls on CAN, the region flagged as most sampling-biased, reproducing Phillips\' bias-gradient result.\n\nGithub: https://github.com/annefou/sdm-phillips-reproduction"
    }
  }
}
rows {
  name {
    value: "hasLimitationsDescription"
  }
}
rows {
  quad {
    p_iri {
    }
    o_literal {
      lex: "(1) The MaxEnt engine differs from Phillips\' original (elapid/maxnet vs Java Maxent), so absolute AUC decimals differ even though direction and magnitude agree.\n(2) Only MaxEnt is reproduced; Phillips\' broader Table 2 also covered BRT, MARS, GAM and other methods, so the cross-method generality of the claim is not tested here. \n(3) 225 of Phillips\' 226 species are modelled \342\200\224 one species was dropped because its presence-absence evaluation column had no presence/absence variation, leaving AUC undefined. \n(4) A minimum-presence threshold of 5 occurrences was applied. \n(5) One region (SA) showed a small negative gain, consistent with the original\'s observation that the benefit is not uniform across regions."
    }
  }
}
rows {
  name {
    value: "hasOutcomeRepository"
  }
}
rows {
  prefix {
    value: "https://doi.org/10.5281/"
  }
}
rows {
  name {
    value: "zenodo.20473156"
  }
}
rows {
  quad {
    p_iri {
    }
    o_iri {
      prefix_id: 12
    }
  }
}
rows {
  name {
    value: "hasValidationStatus"
  }
}
rows {
  name {
    value: "Validated"
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 10
    }
    o_iri {
    }
  }
}
rows {
  name {
    value: "isOutcomeOf"
  }
}
rows {
  prefix {
    value: "https://w3id.org/sciencelive/np/RAnYD9w4jylurPK2GH4-YmKtiqyNOy8is8itzxuTgd3Qw/"
  }
}
rows {
  name {
    value: "phillips-table2-maxent-reproduction"
  }
}
rows {
  quad {
    p_iri {
    }
    o_iri {
      prefix_id: 13
    }
  }
}
rows {
  name {
    value: "wasAttributedTo"
  }
}
rows {
  prefix {
    value: "https://orcid.org/"
  }
}
rows {
  name {
    value: "0000-0002-1784-2920"
  }
}
rows {
  quad {
    s_iri {
      prefix_id: 2
      name_id: 4
    }
    p_iri {
      prefix_id: 5
      name_id: 27
    }
    o_iri {
      prefix_id: 14
    }
    g_iri {
      prefix_id: 2
      name_id: 7
    }
  }
}
rows {
  prefix {
    value: "http://xmlns.com/foaf/0.1/"
  }
}
rows {
  name {
    value: "name"
  }
}
rows {
  quad {
    s_iri {
      prefix_id: 14
      name_id: 28
    }
    p_iri {
      prefix_id: 15
    }
    o_literal {
      lex: "Anne Fouilloux"
    }
    g_iri {
      prefix_id: 2
      name_id: 9
    }
  }
}
rows {
  name {
    value: "created"
  }
}
rows {
  datatype {
    value: "http://www.w3.org/2001/XMLSchema#dateTime"
  }
}
rows {
  quad {
    s_iri {
      prefix_id: 1
      name_id: 1
    }
    p_iri {
      prefix_id: 7
      name_id: 30
    }
    o_literal {
      lex: "2026-05-31T08:19:45.828Z"
      datatype: 2
    }
  }
}
rows {
  name {
    value: "creator"
  }
}
rows {
  quad {
    p_iri {
    }
    o_iri {
      prefix_id: 14
      name_id: 28
    }
  }
}
rows {
  name {
    value: "license"
  }
}
rows {
  prefix {
    value: "https://creativecommons.org/licenses/by/4.0/"
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 7
      name_id: 32
    }
    o_iri {
      prefix_id: 16
      name_id: 2
    }
  }
}
rows {
  name {
    value: "introduces"
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 6
      name_id: 33
    }
    o_iri {
      prefix_id: 2
      name_id: 12
    }
  }
}
rows {
  name {
    value: "wasCreatedAt"
  }
}
rows {
  prefix {
    id: 8
    value: "https://"
  }
}
rows {
  name {
    value: "platform.sciencelive4all.org"
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 6
      name_id: 34
    }
    o_iri {
      prefix_id: 8
    }
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 11
      name_id: 15
    }
    o_literal {
      lex: "Target-group background improves MaxEnt AUC \342\200\224 Phillips Table 2 reproduced"
    }
  }
}
rows {
  prefix {
    id: 3
    value: "https://w3id.org/np/o/ntemplate/"
  }
}
rows {
  name {
    value: "wasCreatedFromTemplate"
  }
}
rows {
  prefix {
    id: 9
    value: "https://w3id.org/np/"
  }
}
rows {
  name {
    value: "RA2zljn0Nw9SadppOyxZoh-_Rxosslrq-vYG-p9SttnJE"
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 3
      name_id: 36
    }
    o_iri {
      prefix_id: 9
    }
  }
}
rows {
  name {
    value: "sig"
  }
}
rows {
  name {
    value: "hasAlgorithm"
  }
}
rows {
  quad {
    s_iri {
      prefix_id: 2
    }
    p_iri {
      prefix_id: 6
    }
    o_literal {
      lex: "RSA"
    }
  }
}
rows {
  name {
    value: "hasPublicKey"
  }
}
rows {
  quad {
    p_iri {
    }
    o_literal {
      lex: "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"
    }
  }
}
rows {
  name {
    value: "hasSignature"
  }
}
rows {
  quad {
    p_iri {
    }
    o_literal {
      lex: "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"
    }
  }
}
rows {
  name {
    value: "hasSignatureTarget"
  }
}
rows {
  quad {
    p_iri {
    }
    o_iri {
      prefix_id: 1
      name_id: 1
    }
  }
}
rows {
  name {
    value: "signedBy"
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 6
      name_id: 43
    }
    o_iri {
      prefix_id: 14
      name_id: 28
    }
  }
}