population (explore)

population

Full identifier: https://w3id.org/np/RAOegriecNHNQFfiqwMUIWUAg4ZSHxjQZOn9A7uoMSkGw/population

Minted in Nanopublication

PICO Research Question: Privacy-Preserving Agricultural Monitoring from Satellite Observations: A... 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/RAOegriecN...gricultural-monitoring-from-sa

privacy-preserving-agricultural-monitoring-from-sa

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/RAOegriecN...gricultural-monitoring-from-sa

privacy-preserving-agricultural-monitoring-from-sa

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/RAOegriecN...gricultural-monitoring-from-sa

privacy-preserving-agricultural-monitoring-from-sa

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

"Privacy-Preserving Agricultural Monitoring from Satellite Observations: A Scoping Review"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAOegriecN...gricultural-monitoring-from-sa

privacy-preserving-agricultural-monitoring-from-sa

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

"For field-level agricultural observations derived from satellite imagery, how do different privacy-preserving aggregation and anonymization methods compare in producing accurate regional and national statistics while protecting individual farm-level information from re-identification?"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAOegriecN...gricultural-monitoring-from-sa

privacy-preserving-agricultural-monitoring-from-sa

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

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

"Field-level agricultural observations derived from satellite imagery including crop type classification, yield estimates, irrigation practices, fertilizer and pesticide application timing, tillage detection, and livestock density estimates from optical, SAR, and thermal sensors"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAOegriecN...gricultural-monitoring-from-sa

privacy-preserving-agricultural-monitoring-from-sa

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

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

"Privacy-preserving methods for producing regional and national agricultural statistics from farm-level satellite observations, including spatial aggregation schemes, differential privacy mechanisms, k-anonymity adaptations, secure multi-party computation for cross-organization analysis, and synthetic data generation"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAOegriecN...gricultural-monitoring-from-sa

privacy-preserving-agricultural-monitoring-from-sa

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

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

"Different aggregation units (field, farm, commune, district, region), various differential privacy epsilon values, different k-anonymity thresholds, unprotected field-level data sharing, and traditional survey-based agricultural statistics"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAOegriecN...gricultural-monitoring-from-sa

privacy-preserving-agricultural-monitoring-from-sa

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

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

"Statistical accuracy of agricultural indicators (crop area estimates, yield predictions, input use statistics), individual farm re-identification risk, compliance with agricultural data protection regulations (EU CAP, US Farm Bill privacy provisions), utility for agricultural policy decisions and market analysis, and computational/administrative feasibility"

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

"PICO Research Question: Privacy-Preserving Agricultural Monitoring from Satellite Observations: A..."

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

"2026-01-04T21:18:09.000Z"

(xsd:dateTime) .

This is the identifier for this whole nanopublication. https://w3id.org/np/RAOegriecN... 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/RAOegriecN... 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/RAOegriecN... 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/RAOegriecN... 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/RAOegriecN...gricultural-monitoring-from-sa

privacy-preserving-agricultural-monitoring-from-sa

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

sig

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

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

sig

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

"n58azznjRpw/kIufNK+iOt13zYrvlYDUj+bH0PvwKJ3bh6lWFQ4W2zkqVyeNT0pQ6aqWxSU3RBttGlUiTtiEX+PmpLxqM+JCNmGlmq1+MlYsaME6+RYIEf0OBLs9pHR/fsZ/LPa6vie7ARiJfL3YwKYJbrL+1moiu/dw5TAXNzQZYj3iI5b6TscukWLsETMeyNPw3zvr3g/CK7o2sFp3IFre6NlrEc9n7aii3waWOPTxUC5eY0oZB2+N1LejV1E23ygSZEVNBrYRMsOK/I2dP8mdVdME6tE1iA8RE4OODLFetKlIh3U4EFBK/Novgxrxrw0X6DpmKYK0cyI01SKfnw=="

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

nanodash.knowledgepixels.com

Anne Fouilloux, 4 Jan 2026, 21:18:09 UTC

References

Nanopublication	Part	Subject	Predicate	Object	Published By	Published On
https://w3id.org/np/RAOegriecN... RAOegriecN	links a nanopublication to its assertion http://www.nanopub.org/nschema#hasAssertion assertion	population	http://purl.org/dc/terms/description description	Field-level agricultural observations derived from satellite imagery including crop type classification, yield estimates, irrigation practices, fertilizer and pesticide application timing, tillage detection, and livestock density estimates from optical, SAR, and thermal sensors	Anne Fouilloux	2026-01-04T21:18:09.000Z
https://w3id.org/np/RAOegriecN... RAOegriecN	links a nanopublication to its assertion http://www.nanopub.org/nschema#hasAssertion assertion	https://w3id.org/np/RAOegriecN...gricultural-monitoring-from-sa privacy-preserving-agricultural-monitoring-from-sa	http://data.cochrane.org/ontologies/pico/population population	population	Anne Fouilloux	2026-01-04T21:18:09.000Z

Raw

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