<https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno> <http://www.nanopub.org/nschema#hasAssertion> <https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/assertion> <https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/Head> .
<https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno> <http://www.nanopub.org/nschema#hasProvenance> <https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/provenance> <https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/Head> .
<https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno> <http://www.nanopub.org/nschema#hasPublicationInfo> <https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/pubinfo> <https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/Head> .
<https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://www.nanopub.org/nschema#Nanopublication> <https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/Head> .
<https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/dggs-substrate-biodiversity-integration-study> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <https://w3id.org/sciencelive/o/terms/FORRT-Replication-Study> <https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/assertion> .
<https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/dggs-substrate-biodiversity-integration-study> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <https://w3id.org/sciencelive/o/terms/Replication-Study> <https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/assertion> .
<https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/dggs-substrate-biodiversity-integration-study> <http://www.w3.org/2000/01/rdf-schema#label> "Multi-criteria evaluation of DGGS substrates for the integration of biodiversity occurrence data with Copernicus EO and Destination Earth climate-model output" <https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/assertion> .
<https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/dggs-substrate-biodiversity-integration-study> <http://www.w3.org/2004/02/skos/core#related> <http://www.wikidata.org/entity/Q117479905> <https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/assertion> .
<https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/dggs-substrate-biodiversity-integration-study> <http://www.w3.org/2004/02/skos/core#related> <http://www.wikidata.org/entity/Q125928> <https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/assertion> .
<https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/dggs-substrate-biodiversity-integration-study> <http://www.w3.org/2004/02/skos/core#related> <http://www.wikidata.org/entity/Q2539> <https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/assertion> .
<https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/dggs-substrate-biodiversity-integration-study> <http://www.w3.org/2004/02/skos/core#related> <http://www.wikidata.org/entity/Q5629401> <https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/assertion> .
<https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/dggs-substrate-biodiversity-integration-study> <https://w3id.org/sciencelive/o/terms/hasDeviationDescription> "No prior implementation of this multi-criteria DGGS-substrate comparison for biodiversity × Copernicus × Destination Earth integration exists in the literature. The foundational references — Górski et al. 2005 (HEALPix), Sahr et al. 2003 (DGGS framework), Hauffe et al. 2023 (Eco-ISEA3H), Birch et al. 2007 (equal-area for ecology), Kmoch et al. 2022 (DGGS area distortions) — advocate equal-area or DGGS but without quantitative multi-grid comparison and without attention to ML-ecosystem compatibility or ellipsoidal correctness for the integrated regime. This study operationalises the comparison and establishes the baseline." <https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/assertion> .
<https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/dggs-substrate-biodiversity-integration-study> <https://w3id.org/sciencelive/o/terms/hasDiscipline> <http://www.wikidata.org/entity/Q47041> <https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/assertion> .
<https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/dggs-substrate-biodiversity-integration-study> <https://w3id.org/sciencelive/o/terms/hasMethodologyDescription> "Eight reproducible Jupyter notebooks aggregate 20,100 Quercus suber GBIF occurrences and synthetic uniform sphere data onto nine grid systems: lat-lon (cautionary), Behrmann, Mollweide, EEA reference grid (LAEA Europe / EPSG:3035), HEALPix-on-sphere, HEALPix-on-WGS84 via authalic-sphere mapping (the GRID4EARTH approach, healpix-geo), rHEALPix, H3, and ISEA3H (DGGRID v8.41 via dggrid4py). Each notebook isolates one fitness criterion: count-bias measurement (notebooks 01–02, 07), cell-shape anisotropy across latitudes (03), 3×3 ML-kernel locality at 65°N, 15°E (04), 3-grid synthetic comparison (05), HEALPix NESTED hierarchical refinement via bit-shift (06), and HEALPix-specific properties — sphere-vs-WGS84 systematic area error via pyproj.Geod, NESTED bit-shift verification, iso-latitude pixelization vs H3 hex tessellation (08). \nAll notebooks executed end-to-end via Snakemake on each commit; deployed as a Jupyter Book; archived on Zenodo (concept DOI 10.5281/zenodo.19848749)." <https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/assertion> .
<https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/dggs-substrate-biodiversity-integration-study> <https://w3id.org/sciencelive/o/terms/hasScopeDescription> "The full claim is evaluated end-to-end across all six fitness criteria for the integration substrate: equal-area correctness, cell-shape preservation across latitudes, hierarchical-refinement efficiency, ellipsoidal correctness, iso-latitude pixelization, and compatibility with the spherical-CNN / scattering-network / sphere-harmonic-transform ML ecosystem." <https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/assertion> .
<https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/dggs-substrate-biodiversity-integration-study> <https://w3id.org/sciencelive/o/terms/targetsClaim> <https://w3id.org/sciencelive/np/RA1o2hd8jT42PTUKs9_BVc1cY8jJ8oRUc-2hav2JZPzbQ/healpix-substrate-biodiversity-integration> <https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/assertion> .
<https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/assertion> <http://www.w3.org/ns/prov#wasAttributedTo> <https://orcid.org/0000-0002-1784-2920> <https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/provenance> .
<https://orcid.org/0000-0002-1784-2920> <http://xmlns.com/foaf/0.1/name> "Anne Fouilloux" <https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/pubinfo> .
<https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno> <http://purl.org/dc/terms/created> "2026-05-04T21:11:08.723Z"^^<http://www.w3.org/2001/XMLSchema#dateTime> <https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/pubinfo> .
<https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno> <http://purl.org/dc/terms/creator> <https://orcid.org/0000-0002-1784-2920> <https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/pubinfo> .
<https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno> <http://purl.org/dc/terms/license> <https://creativecommons.org/licenses/by/4.0/> <https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/pubinfo> .
<https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno> <http://purl.org/nanopub/x/introduces> <https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/dggs-substrate-biodiversity-integration-study> <https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/pubinfo> .
<https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno> <http://purl.org/nanopub/x/wasCreatedAt> <https://platform.sciencelive4all.org> <https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/pubinfo> .
<https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno> <http://www.w3.org/2000/01/rdf-schema#label> "NP created using Declaring a replication study design according to FORRT" <https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/pubinfo> .
<https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno> <https://w3id.org/np/o/ntemplate/wasCreatedFromTemplate> <https://w3id.org/np/RAuLEjPp-4dTvPwMkfHggTto1CgjIftiGRAgHlyeEonjQ> <https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/pubinfo> .
<https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/sig> <http://purl.org/nanopub/x/hasAlgorithm> "RSA" <https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/pubinfo> .
<https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/sig> <http://purl.org/nanopub/x/hasPublicKey> "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" <https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/pubinfo> .
<https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/sig> <http://purl.org/nanopub/x/hasSignature> "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" <https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/pubinfo> .
<https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/sig> <http://purl.org/nanopub/x/hasSignatureTarget> <https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno> <https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/pubinfo> .
<https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/sig> <http://purl.org/nanopub/x/signedBy> <https://orcid.org/0000-0002-1784-2920> <https://w3id.org/sciencelive/np/RAtYHzQ3KQK2Q2l5gaVj5WSy4s2Mnykx2leQSgwe0GSno/pubinfo> .