comparatorGroup (explore)

comparatorGroup

Full identifier: https://w3id.org/np/RAjO8tdVOla9I77PeXF4iY92ULngrpx5_ZSKFkVrCmsW0/comparatorGroup

Minted in Nanopublication

PICO Research Question: Machine Learning Algorithms for Wildfire Detection and Burned Area Mappin... DescriptiveResearchQ... 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/RAjO8tdVOl...orithms-for-wildfire-detection

machine-learning-algorithms-for-wildfire-detection

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/RAjO8tdVOl...orithms-for-wildfire-detection

machine-learning-algorithms-for-wildfire-detection

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

descriptive research question

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAjO8tdVOl...orithms-for-wildfire-detection

machine-learning-algorithms-for-wildfire-detection

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

"Machine Learning Algorithms for Wildfire Detection and Burned Area Mapping Using Sentinel-2 Imagery: A Systematic Review"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAjO8tdVOl...orithms-for-wildfire-detection

machine-learning-algorithms-for-wildfire-detection

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

"What machine learning algorithms have been developed and validated for wildfire detection, risk prediction, and burned area mapping using Sentinel-2 imagery, and what are their reported performance metrics, geographic coverage, and application readiness?"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAjO8tdVOl...orithms-for-wildfire-detection

machine-learning-algorithms-for-wildfire-detection

http://data.cochrane.org/ontologies/pico/population has This is a local identifier minted within the nanopublication. https://w3id.org/np/RAjO8tdVOl.../population a population .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAjO8tdVOl.../population The population http://purl.org/dc/terms/description has the description (this is a literal)

"Geographic regions affected by wildfires globally, with focus on areas where Sentinel-2 multispectral imagery has been applied for wildfire-related studies, including Mediterranean Europe, California, Australia, Canada, and other fire-prone ecosystems"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAjO8tdVOl...orithms-for-wildfire-detection

machine-learning-algorithms-for-wildfire-detection

http://data.cochrane.org/ontologies/pico/interventionGroup has This is a local identifier minted within the nanopublication. https://w3id.org/np/RAjO8tdVOl.../interventionGroup an intervention group .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAjO8tdVOl.../interventionGroup The intervention group http://purl.org/dc/terms/description has the description (this is a literal)

"Machine learning and deep learning algorithms applied to Sentinel-2 multispectral imagery for wildfire applications, including convolutional neural networks (CNN, U-Net, ResNet, EfficientNet), random forest, support vector machines, gradient boosting methods, and attention-based architectures. Includes both uni-temporal and bi-temporal approaches, as well as fusion with Sentinel-1 SAR data"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAjO8tdVOl...orithms-for-wildfire-detection

machine-learning-algorithms-for-wildfire-detection

http://data.cochrane.org/ontologies/pico/comparatorGroup has This is a local identifier minted within the nanopublication. https://w3id.org/np/RAjO8tdVOl.../comparatorGroup a comparator group .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAjO8tdVOl.../comparatorGroup The comparator group http://purl.org/dc/terms/description has the description (this is a literal)

"Different ML/DL architectures compared against each other; comparison of input data configurations (spectral bands, indices, temporal features); validation approaches (cross-validation, independent test sets, spatial holdout); and where available, comparison with traditional remote sensing methods (thresholding, spectral indices)"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAjO8tdVOl...orithms-for-wildfire-detection

machine-learning-algorithms-for-wildfire-detection

http://data.cochrane.org/ontologies/pico/outcomeGroup has This is a local identifier minted within the nanopublication. https://w3id.org/np/RAjO8tdVOl.../outcomeGroup an outcome group .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAjO8tdVOl.../outcomeGroup The outcome group http://purl.org/dc/terms/description has the description (this is a literal)

"Algorithm performance metrics (accuracy, precision, recall, F1-score, IoU, overall accuracy, kappa coefficient), geographic transferability, computational requirements, input data requirements, code and model availability, and operational readiness for wildfire management applications"

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAjO8tdVOl.../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/RAjO8tdVOl... 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/RAjO8tdVOl... 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/RAjO8tdVOl... This nanopublication http://www.w3.org/2000/01/rdf-schema#label has the label (this is a literal)

"PICO Research Question: Machine Learning Algorithms for Wildfire Detection and Burned Area Mappin..."

This is the identifier for this whole nanopublication. https://w3id.org/np/RAjO8tdVOl... This nanopublication date and time when the nanopublication was created http://purl.org/dc/terms/created was created on (this is a literal)

"2026-01-06T10:11:08+00:00"

(xsd:dateTime) .

This is the identifier for this whole nanopublication. https://w3id.org/np/RAjO8tdVOl... 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/RAjO8tdVOl... 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/RAjO8tdVOl... 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/RAjO8tdVOl... 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/RAjO8tdVOl...orithms-for-wildfire-detection

machine-learning-algorithms-for-wildfire-detection

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAjO8tdVOl.../sig

sig

http://purl.org/nanopub/x/hasSignatureTarget has as target This is the identifier for this whole nanopublication. https://w3id.org/np/RAjO8tdVOl... this nanopublication .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAjO8tdVOl.../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/RAjO8tdVOl.../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/RAjO8tdVOl.../sig

sig

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

"KpV6CO4JE6MBySWTsHULx3ctMFogFcuRKb5/7ECwxqXmMzExpw7yiqwkT7QiJMUEXjXdtUNZUWtqbYC+tVvE69m0RibQyOqNauqY1YSLnN3I+0lh05ZObBHQGcWiedQgPFw2zf9eeVSWtVFRA51PNK0LE7Ed1x/bhVWprNTymwd3GmJ1n98hSTAJv5TujRtZEHPB8693rg/mCVirI7Zp60H+yG8AxwckKKXn0fwS0+cNbFpPE2IBzPnUEiuQy9Q74UQwqhAZ8tYG90kugEGDiJq6gZIIjO0eZlOXIZYGUliS9v3dgUO8HqPlk1+acWouH1oRk5tJ4urV75k7C/J56g=="

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAjO8tdVOl.../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/RAjO8tdVOl... This nanopublication http://purl.org/nanopub/x/wasCreatedAt was created at https://nanodash.knowledgepixels.com/

nanodash.knowledgepixels.com

Anne Fouilloux, 6 Jan 2026, 10:11:08 UTC

References

Nanopublication	Part	Subject	Predicate	Object	Published By	Published On
https://w3id.org/np/RAjO8tdVOl... RAjO8tdVOl	links a nanopublication to its assertion http://www.nanopub.org/nschema#hasAssertion assertion	comparatorGroup	http://purl.org/dc/terms/description description	Different ML/DL architectures compared against each other; comparison of input data configurations (spectral bands, indices, temporal features); validation approaches (cross-validation, independent test sets, spatial holdout); and where available, comparison with traditional remote sensing methods (thresholding, spectral indices)	Anne Fouilloux	2026-01-06T10:11:08.000Z
https://w3id.org/np/RAjO8tdVOl... RAjO8tdVOl	links a nanopublication to its assertion http://www.nanopub.org/nschema#hasAssertion assertion	https://w3id.org/np/RAjO8tdVOl...orithms-for-wildfire-detection machine-learning-algorithms-for-wildfire-detection	http://data.cochrane.org/ontologies/pico/comparatorGroup comparatorGroup	comparatorGroup	Anne Fouilloux	2026-01-06T10:11:08.000Z

Raw

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