[ { "@id": "https://w3id.org/sciencelive/np/RAHSt0SAMA5XrHxNMDwauFeL_zVChpuSPbfyfTJwA2014/Head", "@graph": [ { "@id": "https://w3id.org/sciencelive/np/RAHSt0SAMA5XrHxNMDwauFeL_zVChpuSPbfyfTJwA2014", "http://www.nanopub.org/nschema#hasAssertion": [ { "@id": "https://w3id.org/sciencelive/np/RAHSt0SAMA5XrHxNMDwauFeL_zVChpuSPbfyfTJwA2014/assertion" } ], "http://www.nanopub.org/nschema#hasProvenance": [ { "@id": "https://w3id.org/sciencelive/np/RAHSt0SAMA5XrHxNMDwauFeL_zVChpuSPbfyfTJwA2014/provenance" } ], "http://www.nanopub.org/nschema#hasPublicationInfo": [ { "@id": "https://w3id.org/sciencelive/np/RAHSt0SAMA5XrHxNMDwauFeL_zVChpuSPbfyfTJwA2014/pubinfo" } ], "@type": [ "http://www.nanopub.org/nschema#Nanopublication" ] } ] }, { "@id": "https://w3id.org/sciencelive/np/RAHSt0SAMA5XrHxNMDwauFeL_zVChpuSPbfyfTJwA2014/assertion", "@graph": [ { "@id": "https://w3id.org/np/RA5e5XeXy_-aNK5giB7kBAEQslTLVydHeM4YYEzhmEE2w/comparatorGroup", "http://purl.org/dc/terms/description": [ { "@value": "The Normalized Difference Water Index (NDWI), the standard remote-sensing index for delineating surface water from green and near-infrared reflectance." } ] }, { "@id": "https://w3id.org/np/RA5e5XeXy_-aNK5giB7kBAEQslTLVydHeM4YYEzhmEE2w/interventionGroup", "http://purl.org/dc/terms/description": [ { "@value": "A deep-learning nucleus/boundary-segmentation model from the BioImage Model Zoo, originally trained on fluorescence-microscopy images of cell nuclei, applied without retraining to the satellite imagery through a Galaxy BioImage.IO inference workflow — i.e. a cross-discipline transfer of a bioimaging segmentation model to remote sensing." } ] }, { "@id": "https://w3id.org/np/RA5e5XeXy_-aNK5giB7kBAEQslTLVydHeM4YYEzhmEE2w/outcomeGroup", "http://purl.org/dc/terms/description": [ { "@value": "Delineation of open-water bodies — the total water area and the count of distinct water bodies — and the degree to which these agree with the NDWI baseline." } ] }, { "@id": "https://w3id.org/np/RA5e5XeXy_-aNK5giB7kBAEQslTLVydHeM4YYEzhmEE2w/population", "http://purl.org/dc/terms/description": [ { "@value": "Optical multispectral satellite imagery of landscapes containing many small open-water bodies — here Landsat surface-reflectance scenes of the Arctic Coastal Plain of northern Alaska, a terrain dense with thermokarst ponds." } ] }, { "@id": "https://w3id.org/sciencelive/np/RAHSt0SAMA5XrHxNMDwauFeL_zVChpuSPbfyfTJwA2014/bmz-nuclei-model-eo-water", "http://data.cochrane.org/ontologies/pico/comparatorGroup": [ { "@id": "https://w3id.org/np/RA5e5XeXy_-aNK5giB7kBAEQslTLVydHeM4YYEzhmEE2w/comparatorGroup" } ], "http://data.cochrane.org/ontologies/pico/interventionGroup": [ { "@id": "https://w3id.org/np/RA5e5XeXy_-aNK5giB7kBAEQslTLVydHeM4YYEzhmEE2w/interventionGroup" } ], "http://data.cochrane.org/ontologies/pico/outcomeGroup": [ { "@id": "https://w3id.org/np/RA5e5XeXy_-aNK5giB7kBAEQslTLVydHeM4YYEzhmEE2w/outcomeGroup" } ], "http://data.cochrane.org/ontologies/pico/population": [ { "@id": "https://w3id.org/np/RA5e5XeXy_-aNK5giB7kBAEQslTLVydHeM4YYEzhmEE2w/population" } ], "http://purl.org/dc/terms/description": [ { "@value": "In Landsat satellite imagery of an Arctic thermokarst-pond landscape, does a BioImage Model Zoo nucleus-segmentation deep-learning model applied without retraining through a Galaxy BioImage.IO workflow, compared with the standard NDWI water index, delineate open-water bodies with a comparable total water area and number of distinct bodies?" } ], "@type": [ "http://data.cochrane.org/ontologies/pico/PICO", "https://w3id.org/sciencelive/o/terms/EffectivenessResearchQuestions" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "Can a bioimaging nucleus-segmentation model segment open water in satellite imagery via Galaxy?" } ] } ] }, { "@id": "https://w3id.org/sciencelive/np/RAHSt0SAMA5XrHxNMDwauFeL_zVChpuSPbfyfTJwA2014/provenance", "@graph": [ { "@id": "https://w3id.org/sciencelive/np/RAHSt0SAMA5XrHxNMDwauFeL_zVChpuSPbfyfTJwA2014/assertion", "http://www.w3.org/ns/prov#wasAttributedTo": [ { "@id": "https://orcid.org/0000-0002-1784-2920" } ] } ] }, { "@id": "https://w3id.org/sciencelive/np/RAHSt0SAMA5XrHxNMDwauFeL_zVChpuSPbfyfTJwA2014/pubinfo", "@graph": [ { "@id": "https://orcid.org/0000-0002-1784-2920", "http://xmlns.com/foaf/0.1/name": [ { "@value": "Anne Fouilloux" } ] }, { "@id": "https://w3id.org/sciencelive/np/RAHSt0SAMA5XrHxNMDwauFeL_zVChpuSPbfyfTJwA2014", "http://purl.org/dc/terms/created": [ { "@value": "2026-06-21T09:17:03.296Z", "@type": "http://www.w3.org/2001/XMLSchema#dateTime" } ], "http://purl.org/dc/terms/creator": [ { "@id": "https://orcid.org/0000-0002-1784-2920" } ], "http://purl.org/dc/terms/license": [ { "@id": "https://creativecommons.org/licenses/by/4.0/" } ], "http://purl.org/nanopub/x/introduces": [ { "@id": "https://w3id.org/sciencelive/np/RAHSt0SAMA5XrHxNMDwauFeL_zVChpuSPbfyfTJwA2014/bmz-nuclei-model-eo-water" } ], "http://purl.org/nanopub/x/wasCreatedAt": [ { "@id": "https://platform.sciencelive4all.org" } ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "Can a bioimaging nucleus-segmentation model segment open water in satellite imagery via Galaxy?" } ], "https://w3id.org/np/o/ntemplate/wasCreatedFromTemplate": [ { "@id": "https://w3id.org/np/RA5e5XeXy_-aNK5giB7kBAEQslTLVydHeM4YYEzhmEE2w" } ] }, { "@id": "https://w3id.org/sciencelive/np/RAHSt0SAMA5XrHxNMDwauFeL_zVChpuSPbfyfTJwA2014/sig", "http://purl.org/nanopub/x/hasAlgorithm": [ { "@value": "RSA" } ], "http://purl.org/nanopub/x/hasPublicKey": [ { "@value": "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" } ], "http://purl.org/nanopub/x/hasSignature": [ { "@value": "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" } ], "http://purl.org/nanopub/x/hasSignatureTarget": [ { "@id": "https://w3id.org/sciencelive/np/RAHSt0SAMA5XrHxNMDwauFeL_zVChpuSPbfyfTJwA2014" } ], "http://purl.org/nanopub/x/signedBy": [ { "@id": "https://orcid.org/0000-0002-1784-2920" } ] } ] } ]