population (explore)

population

Full identifier: https://w3id.org/np/RAqmVeNbWgL7sNtsr9GqdX0ZTa6aQf3itQmort-JMy4tM/population

Minted in Nanopublication

PICO Research Question: Privacy-Enhancing Technologies for Geospatial Biodiversity Data Sharing: ... EffectivenessResearc... PICO comment approve/disapprove edit as derived nanopublication create new with same template

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAqmVeNbWg...chnologies-for-geospatial-biod

privacy-enhancing-technologies-for-geospatial-biod

http://www.w3.org/1999/02/22-rdf-syntax-ns#type is a http://data.cochrane.org/ontologies/pico/PICO PICO-based research question .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAqmVeNbWg...chnologies-for-geospatial-biod

privacy-enhancing-technologies-for-geospatial-biod

http://www.w3.org/1999/02/22-rdf-syntax-ns#type is a https://w3id.org/sciencelive/o/terms/EffectivenessResearchQuestions

effectiveness research question

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAqmVeNbWg...chnologies-for-geospatial-biod

privacy-enhancing-technologies-for-geospatial-biod

http://www.w3.org/2000/01/rdf-schema#label has the label (this is a literal)

"Privacy-Enhancing Technologies for Geospatial Biodiversity Data Sharing: A Scoping Review"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAqmVeNbWg...chnologies-for-geospatial-biod

privacy-enhancing-technologies-for-geospatial-biod

http://purl.org/dc/terms/description has the description (this is a literal)

"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?"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAqmVeNbWg...chnologies-for-geospatial-biod

privacy-enhancing-technologies-for-geospatial-biod

http://data.cochrane.org/ontologies/pico/population has This is a local identifier minted within the nanopublication. https://w3id.org/np/RAqmVeNbWg.../population a population .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAqmVeNbWg.../population The population http://purl.org/dc/terms/description has the description (this is a literal)

"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"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAqmVeNbWg...chnologies-for-geospatial-biod

privacy-enhancing-technologies-for-geospatial-biod

http://data.cochrane.org/ontologies/pico/interventionGroup has This is a local identifier minted within the nanopublication. https://w3id.org/np/RAqmVeNbWg.../interventionGroup an intervention group .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAqmVeNbWg.../interventionGroup The intervention group http://purl.org/dc/terms/description has the description (this is a literal)

"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"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAqmVeNbWg...chnologies-for-geospatial-biod

privacy-enhancing-technologies-for-geospatial-biod

http://data.cochrane.org/ontologies/pico/comparatorGroup has This is a local identifier minted within the nanopublication. https://w3id.org/np/RAqmVeNbWg.../comparatorGroup a comparator group .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAqmVeNbWg.../comparatorGroup The comparator group http://purl.org/dc/terms/description has the description (this is a literal)

"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)"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAqmVeNbWg...chnologies-for-geospatial-biod

privacy-enhancing-technologies-for-geospatial-biod

http://data.cochrane.org/ontologies/pico/outcomeGroup has This is a local identifier minted within the nanopublication. https://w3id.org/np/RAqmVeNbWg.../outcomeGroup an outcome group .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAqmVeNbWg.../outcomeGroup The outcome group http://purl.org/dc/terms/description has the description (this is a literal)

"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"

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAqmVeNbWg.../assertion The assertion above http://www.w3.org/ns/prov#wasAttributedTo is attributed to https://orcid.org/0000-0002-1784-2920

Anne Fouilloux

This is the identifier for this whole nanopublication. https://w3id.org/np/RAqmVeNbWg... This nanopublication http://purl.org/dc/terms/creator is created by https://orcid.org/0000-0002-1784-2920

Anne Fouilloux

This is the identifier for this whole nanopublication. https://w3id.org/np/RAqmVeNbWg... This nanopublication http://purl.org/dc/terms/license is published under the license https://creativecommons.org/licenses/by/4.0/

Attribution 4.0 International (CC BY 4.0)

https://orcid.org/0000-0002-1784-2920

Anne Fouilloux

http://xmlns.com/foaf/0.1/name has the name (this is a literal)

"Anne Fouilloux"

This is the identifier for this whole nanopublication. https://w3id.org/np/RAqmVeNbWg... This nanopublication http://www.w3.org/2000/01/rdf-schema#label has the label (this is a literal)

"PICO Research Question: Privacy-Enhancing Technologies for Geospatial Biodiversity Data Sharing: ..."

This is the identifier for this whole nanopublication. https://w3id.org/np/RAqmVeNbWg... This nanopublication date and time when the nanopublication was created http://purl.org/dc/terms/created was created on (this is a literal)

"2026-01-04T20:51:03+00:00"

(xsd:dateTime) .

This is the identifier for this whole nanopublication. https://w3id.org/np/RAqmVeNbWg... This nanopublication links to the assertion template that was used to create this nanopublication https://w3id.org/np/o/ntemplate/wasCreatedFromTemplate was created from the assertion template https://w3id.org/np/RA5e5XeXy_...

RA5e5XeXy_

This is the identifier for this whole nanopublication. https://w3id.org/np/RAqmVeNbWg... This nanopublication links to the provenance template that was used to create this nanopublication https://w3id.org/np/o/ntemplate/wasCreatedFromProvenanceTemplate was created from the provenance template https://w3id.org/np/RA7lSq6MuK...

RA7lSq6MuK

This is the identifier for this whole nanopublication. https://w3id.org/np/RAqmVeNbWg... This nanopublication links to the publication info template that was used to create this nanopublication https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate was created from the publication info template https://w3id.org/np/RA0J4vUn_d...

RA0J4vUn_d

RAoTD7udB2

RAukAcWHRD

This is the identifier for this whole nanopublication. https://w3id.org/np/RAqmVeNbWg... This nanopublication the nanopublication consists of an introduction of the given resource http://purl.org/nanopub/x/introduces introduces This is a local identifier minted within the nanopublication. https://w3id.org/np/RAqmVeNbWg...chnologies-for-geospatial-biod

privacy-enhancing-technologies-for-geospatial-biod

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAqmVeNbWg.../sig

sig

http://purl.org/nanopub/x/hasSignatureTarget has as target This is the identifier for this whole nanopublication. https://w3id.org/np/RAqmVeNbWg... this nanopublication .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAqmVeNbWg.../sig

sig

http://purl.org/nanopub/x/hasAlgorithm has the algorithm (this is a literal)

"RSA"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAqmVeNbWg.../sig

sig

http://purl.org/nanopub/x/hasPublicKey has the public key (this is a literal)

"MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAosxbitQQzLXi1949Zd9JmSkGfYHHlj/CZZ7iiYs1TrZ5/Jk/wGA7kHEv7f9NtsinOdBo9EtHj/jgHE5W2Vv404JbOAY280PvH5Jns5ObWdVZmtHeCw0ZIdPEqNrurrEweKhzcTJW/YRpYWPwVPo47XyIW6IAcmx6gfdtmdPddMpplqExrP6G99ksXfXlZI0InQtZJRSGK5lYLLNzaofFtupPI5OAAGjooDyHijp0Ap2HIXH6WpO4S44cFPKU34pH2xhIY4/XT5DG1X5UoiVHs2Yoo30BHFudj/kAFwdzcy6Yh4tMDaB3ox6p7pi267d7n0y7kypC0Nt+hfgHQ1FpgwIDAQAB"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAqmVeNbWg.../sig

sig

http://purl.org/nanopub/x/hasSignature has the signature (this is a literal)

"O4i/VmOUMOigGU8W6yHXdGT2u9EYKYe2TuLjl6y4XgjD6WLg8mvgRhLda7B1XDk+0YMq0aOSkrIyauOdNj3Nk1b2l621FGfZHJ+n3hI+uzJCsH1eW8c/OTBkUPcBNSYJJ4tmWxJgnknGCBxpK1e6ag5MSBhBXlijjtW2SJhQZJCI4jAhT2D0BwZ+z1920Y3QNIHSUmo1ofTIv1DOFKsJx9qz5CDZrhshq2oSJAnOxHm/vc32BXx369IgMiQ1b6BQCqCx8E7eByLZgcE8v0Tt3/v791ts4qt9sIFwUig9am5Rt3o+lUADERaa2eNidASRqWi4CVGO6XP7cUht+XO5/A=="

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAqmVeNbWg.../sig

sig

http://purl.org/nanopub/x/signedBy is signed by https://orcid.org/0000-0002-1784-2920

Anne Fouilloux

This is the identifier for this whole nanopublication. https://w3id.org/np/RAqmVeNbWg... This nanopublication http://purl.org/nanopub/x/wasCreatedAt was created at https://nanodash.knowledgepixels.com/

nanodash.knowledgepixels.com

Anne Fouilloux, 4 Jan 2026, 20:51:03 UTC

References

Nanopublication	Part	Subject	Predicate	Object	Published By	Published On
https://w3id.org/np/RAqmVeNbWg... RAqmVeNbWg	links a nanopublication to its assertion http://www.nanopub.org/nschema#hasAssertion assertion	population	http://purl.org/dc/terms/description 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	Anne Fouilloux	2026-01-04T20:51:03.000Z
https://w3id.org/np/RAqmVeNbWg... RAqmVeNbWg	links a nanopublication to its assertion http://www.nanopub.org/nschema#hasAssertion assertion	https://w3id.org/np/RAqmVeNbWg...chnologies-for-geospatial-biod privacy-enhancing-technologies-for-geospatial-biod	http://data.cochrane.org/ontologies/pico/population population	population	Anne Fouilloux	2026-01-04T20:51:03.000Z

Raw

TriG(txt), JSON-LD(txt), N-Quads(txt), XML(txt)