RAspTV2CJN

https://w3id.org/np/RAspTV2CJNTo2NQBM4kdakR6PtD2idmk7Oui3HjGzQvTY

 PICO Research Question: Differential Privacy for Satellite-Derived Climate Data Products: A Scopi... 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/RAspTV2CJN...-for-satellite-derived-climate

differential-privacy-for-satellite-derived-climate

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/RAspTV2CJN...-for-satellite-derived-climate

differential-privacy-for-satellite-derived-climate

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

effectiveness research question

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This is a local identifier minted within the nanopublication. https://w3id.org/np/RAspTV2CJN...-for-satellite-derived-climate

differential-privacy-for-satellite-derived-climate

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

"Differential Privacy for Satellite-Derived Climate Data Products: A Scoping Review"

.

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAspTV2CJN...-for-satellite-derived-climate

differential-privacy-for-satellite-derived-climate

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

"For satellite-derived climate data products at fine spatial resolution, how do differential privacy mechanisms at various epsilon levels affect the scientific utility for detecting climate trends, anomalies, and extreme events while providing formal privacy guarantees?"

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This is a local identifier minted within the nanopublication. https://w3id.org/np/RAspTV2CJN...-for-satellite-derived-climate

differential-privacy-for-satellite-derived-climate

http://data.cochrane.org/ontologies/pico/population has This is a local identifier minted within the nanopublication. https://w3id.org/np/RAspTV2CJN.../population a population .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAspTV2CJN.../population The population http://purl.org/dc/terms/description has the description (this is a literal)

"Gridded climate and environmental data products derived from satellite observations at fine spatial and temporal resolution, including land surface temperature, precipitation estimates, vegetation indices (NDVI, EVI), soil moisture, snow cover, atmospheric composition, and derived climate indicators used in research, agriculture, water management, and infrastructure planning"

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This is a local identifier minted within the nanopublication. https://w3id.org/np/RAspTV2CJN...-for-satellite-derived-climate

differential-privacy-for-satellite-derived-climate

http://data.cochrane.org/ontologies/pico/interventionGroup has This is a local identifier minted within the nanopublication. https://w3id.org/np/RAspTV2CJN.../interventionGroup an intervention group .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAspTV2CJN.../interventionGroup The intervention group http://purl.org/dc/terms/description has the description (this is a literal)

"Differential privacy mechanisms applied to climate data products before public release, including spatial noise addition (Laplace, Gaussian), temporal perturbation, resolution coarsening with privacy guarantees, and synthetic climate data generation with formal privacy bounds"

.

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAspTV2CJN...-for-satellite-derived-climate

differential-privacy-for-satellite-derived-climate

http://data.cochrane.org/ontologies/pico/comparatorGroup has This is a local identifier minted within the nanopublication. https://w3id.org/np/RAspTV2CJN.../comparatorGroup a comparator group .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAspTV2CJN.../comparatorGroup The comparator group http://purl.org/dc/terms/description has the description (this is a literal)

"Different epsilon (ε) values ranging from 0.1 (strong privacy) to 10 (weak privacy); spatial vs. temporal vs. combined noise addition strategies; different noise mechanisms; unprotected release baseline; traditional resolution-limited release without formal guarantees"

.

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAspTV2CJN...-for-satellite-derived-climate

differential-privacy-for-satellite-derived-climate

http://data.cochrane.org/ontologies/pico/outcomeGroup has This is a local identifier minted within the nanopublication. https://w3id.org/np/RAspTV2CJN.../outcomeGroup an outcome group .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAspTV2CJN.../outcomeGroup The outcome group http://purl.org/dc/terms/description has the description (this is a literal)

"Scientific utility for climate applications (trend detection accuracy, anomaly identification, extreme event detection), formal privacy guarantee strength, downstream model performance (crop yield models, hydrological simulations, energy demand forecasting), spatial and temporal correlation preservation, and practical feasibility for operational climate services"

.

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAspTV2CJN.../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/RAspTV2CJN... 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/RAspTV2CJN... 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)

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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/RAspTV2CJN... This nanopublication http://www.w3.org/2000/01/rdf-schema#label has the label (this is a literal)

"PICO Research Question: Differential Privacy for Satellite-Derived Climate Data Products: A Scopi..."

.

This is the identifier for this whole nanopublication. https://w3id.org/np/RAspTV2CJN... This nanopublication date and time when the nanopublication was created http://purl.org/dc/terms/created was created on (this is a literal)

"2026-01-04T21:18:47.000Z"

(xsd:dateTime) .

This is the identifier for this whole nanopublication. https://w3id.org/np/RAspTV2CJN... 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/RAspTV2CJN... 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/RAspTV2CJN... 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

.

This is the identifier for this whole nanopublication. https://w3id.org/np/RAspTV2CJN... 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/RAoTD7udB2...

RAoTD7udB2

.

This is the identifier for this whole nanopublication. https://w3id.org/np/RAspTV2CJN... 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/RAukAcWHRD...

RAukAcWHRD

.

This is the identifier for this whole nanopublication. https://w3id.org/np/RAspTV2CJN... 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/RAspTV2CJN...-for-satellite-derived-climate

differential-privacy-for-satellite-derived-climate

.

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAspTV2CJN.../sig

sig

http://purl.org/nanopub/x/hasSignatureTarget has as target This is the identifier for this whole nanopublication. https://w3id.org/np/RAspTV2CJN... this nanopublication .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAspTV2CJN.../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/RAspTV2CJN.../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/RAspTV2CJN.../sig

sig

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

"JMy7/UBLco+LJSSLuqgYF+UFc2COjIMDr66a9mYNk5/GRmH/z9ytgwXRM9ZdO4MdzEkRTT7EQB3M2uTHY2Y+33p0CkjbodV08xUsbAu6Z0k82JRTH95LpyqYqd3lTCeORju1Yh9cyr10nXZcCRxGJLkYqQ/9MPB4Zw4f50Uk8bZlsBsz6l2hYZSFrxUqdWW9wxLueMGU1hhQvvVxOTrv6tX6QyygEoaMShYhuUVd6MnzV7hDe3yWbg3gojPqZhiB6K217mYbR4fxSNbYMyHzlY96SmjKxpjQMEqrc9/q8VJP42ShxbkWxuXNzjDyuPlzkX5n1Vi9//H2TRZ73F58KQ=="

.

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAspTV2CJN.../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/RAspTV2CJN... This nanopublication http://purl.org/nanopub/x/wasCreatedAt was created at https://nanodash.knowledgepixels.com/

nanodash.knowledgepixels.com

.

Anne Fouilloux, 4 Jan 2026, 21:18:47 UTC

References