RAyoJAmjgv

https://w3id.org/np/RAyoJAmjgvQhrrM9kJtLlGmYLAOUN6IjRl_sZeDhEJsR4

 PICO Research Question: DGGS-based Land-Use Classification Performance Evaluation 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/RAyoJAmjgv...ication-performance-evaluation

dggs-based-land-use-classification-performance-evaluation

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/RAyoJAmjgv...ication-performance-evaluation

dggs-based-land-use-classification-performance-evaluation

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/RAyoJAmjgv...ication-performance-evaluation

dggs-based-land-use-classification-performance-evaluation

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

"DGGS-based Land-Use Classification Performance Evaluation"

.

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAyoJAmjgv...ication-performance-evaluation

dggs-based-land-use-classification-performance-evaluation

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

"How do DGGS-based workflows using column-oriented data stores compare to traditional vector and raster methods for multi-layer land-use classification in terms of computational performance, scalability, and data interoperability?"

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This is a local identifier minted within the nanopublication. https://w3id.org/np/RAyoJAmjgv...ication-performance-evaluation

dggs-based-land-use-classification-performance-evaluation

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

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

"Geospatial data processing workflows for land-use classification involving multiple heterogeneous data layers (vector and raster sources)"

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This is a local identifier minted within the nanopublication. https://w3id.org/np/RAyoJAmjgv...ication-performance-evaluation

dggs-based-land-use-classification-performance-evaluation

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

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

"Discrete Global Grid Systems (DGGS) using the H3 hexagonal grid with column-oriented data stores (Apache Parquet) and analytical query engines (Polars)"

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This is a local identifier minted within the nanopublication. https://w3id.org/np/RAyoJAmjgv...ication-performance-evaluation

dggs-based-land-use-classification-performance-evaluation

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

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

"Traditional vector-based workflows (spatial union operations in PostGIS/GeoPandas) and raster-based workflows (zonal statistics with exact_extract)"

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This is a local identifier minted within the nanopublication. https://w3id.org/np/RAyoJAmjgv...ication-performance-evaluation

dggs-based-land-use-classification-performance-evaluation

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

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

"Computational performance (processing time, scalability with increasing data layers), data interoperability (vector-raster integration), reproducibility, and avoidance of geometric artifacts (sliver polygons)"

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This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAyoJAmjgv.../assertion The assertion above http://www.w3.org/ns/prov#wasAttributedTo is attributed to https://orcid.org/0000-0002-7400-2530

Richard M. Law

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This is the identifier for this whole nanopublication. https://w3id.org/np/RAyoJAmjgv... This nanopublication http://purl.org/dc/terms/creator is created by https://orcid.org/0000-0002-7400-2530

0000-0002-7400-2530

.

This is the identifier for this whole nanopublication. https://w3id.org/np/RAyoJAmjgv... 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/0000-0002-7400-2530

Richard M. Law

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

"Richard M. Law"

.

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

"PICO Research Question: DGGS-based Land-Use Classification Performance Evaluation"

.

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

"2026-01-30T10:27:08+00:00"

(xsd:dateTime) .

This is the identifier for this whole nanopublication. https://w3id.org/np/RAyoJAmjgv... 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/RAyoJAmjgv... 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/RAyoJAmjgv... 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/RAyoJAmjgv... 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/RAyoJAmjgv... 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/RAyoJAmjgv... 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/RAyoJAmjgv...ication-performance-evaluation

dggs-based-land-use-classification-performance-evaluation

.

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

sig

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

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

sig

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

"MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAyuQ7Hi/zQ7hDZtMtLWK1JKU83Kgo8NqC+b8sxD5IoiekPctXVA8iM0zD/9pcp1txGXjX/fUj5HRUkOn4RVHP3fFa/3irQYpZFQ5fHRj8MQ7kJ6AEd1oggfajDevZGz63hj6Vigo+BNYBXqhcbWVAfLfbzQPAegce9zH6n9vTqKYMrwrSxPQdhoAcoaKOqY8gRiJgzekeEr+iEqa63X1HwWtYDs7X25a9xWbgaDSsRjzZGVUVOn1vYdSfWAaIw+EB9CiJfKm1zuXcur5PDziMW1pnZG6/NQtrA7AM3gLnoSoU3glkm5UhksGNqu2SV+j8oZLg7v6C5/sg2f6LIJMeFwIDAQAB"

.

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

sig

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

"az+zQadnXU8tlupsdFAmTXXi7IsGvGjdqDEQGPwlXPBJpu5iz/nvEL0+YtLoDAliQITTw850dAgHwdxwSZ2EKNJg+p5/AhPLcIs8DmDTeWpVtJwDXWlTMzcln/c0myEtK0xMvudSQpV1LB05AAt4qFGsA9gri7Tpj11gJN/GyJkzyQEDUFVt4taTXkIegxAnkpXQ/yZFgfW/qfKOb7tr5XPYJcd/flxyR8bUxHmck8kLFsDbs3OYwli3fWp++KzMVLm/XUTK//FNs5MxLYtjDREpfD6GGQbvylGv+ArLfxb4ZOYLvwrXcvCINHC59exEPF19ZjGfeHJk1x02sYh4ZQ=="

.

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

sig

http://purl.org/nanopub/x/signedBy is signed by https://w3id.org/np/RAIA9ECaN2...

RAIA9ECaN2

.

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

nanodash.knowledgepixels.com

.

claude-ai-agent, 30 Jan 2026, 10:27:08 UTC

References