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@prefix np: <http://www.nanopub.org/nschema#> .
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@prefix nt: <https://w3id.org/np/o/ntemplate/> .
@prefix orcid: <https://orcid.org/> .
@prefix pico: <http://data.cochrane.org/ontologies/pico/> .
@prefix prov: <http://www.w3.org/ns/prov#> .
@prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> .
@prefix sciencelive: <https://w3id.org/sciencelive/o/terms/> .
@prefix sub1: <https://w3id.org/np/RAqmVeNbWgL7sNtsr9GqdX0ZTa6aQf3itQmort-JMy4tM/> .
@prefix this: <https://w3id.org/np/RAqmVeNbWgL7sNtsr9GqdX0ZTa6aQf3itQmort-JMy4tM> .
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .

sub1:Head {
  this: np:hasAssertion sub1:assertion;
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    a np:Nanopublication .
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sub1:assertion {
  sub1:comparatorGroup dcterms:description "Alternative PET approaches compared against each other, against unprotected data sharing baselines, and across different parameterizations (e.g., grid resolutions, epsilon values, access tier structures)" .
  
  sub1:interventionGroup dcterms:description "Privacy-enhancing technologies including spatial generalization (grid-based aggregation, convex hulls), differential privacy mechanisms, controlled access systems (tiered permissions, data use agreements), spatial cloaking, k-anonymity adaptations for location data, and emerging approaches such as secure multi-party computation and zero-knowledge proofs for data governance" .
  
  sub1:outcomeGroup dcterms:description "Privacy protection effectiveness (re-identification risk, formal privacy guarantees), preservation of ecological analytical utility (species distribution model accuracy, biodiversity index reliability, spatial pattern retention), implementation feasibility (computational cost, regulatory compliance, organizational adoption barriers), and documented trade-offs between privacy and utility" .
  
  sub1:population dcterms:description "Geospatial species occurrence datasets shared by biodiversity monitoring organizations, including citizen science platforms, national biodiversity databases, GBIF-mediated data, and sensitive species location records used in conservation planning and ecological research" .
  
  sub1:privacy-enhancing-technologies-for-geospatial-biod pico:comparatorGroup sub1:comparatorGroup;
    pico:interventionGroup sub1:interventionGroup;
    pico:outcomeGroup sub1:outcomeGroup;
    pico:population sub1:population;
    dcterms:description "In geospatial species occurrence datasets, how do different privacy-enhancing technologies compare to each other and to unprotected sharing in terms of privacy guarantee strength, preservation of ecological analytical utility, and implementation feasibility for biodiversity monitoring organizations?";
    a pico:PICO, sciencelive:EffectivenessResearchQuestions;
    rdfs:label "Privacy-Enhancing Technologies for Geospatial Biodiversity Data Sharing: A Scoping Review" .
}

sub1:provenance {
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}

sub1:pubinfo {
  orcid:0000-0002-1784-2920 foaf:name "Anne Fouilloux" .
  
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