{
  "access": {
    "embargo": {
      "active": false,
      "reason": null
    },
    "files": "public",
    "record": "public",
    "status": "open"
  },
  "created": "2026-04-28T09:37:51.237610+00:00",
  "custom_fields": {
    "code:codeRepository": "https://github.com/annefou/dggs-biodiversity-bias"
  },
  "deletion_status": {
    "is_deleted": false,
    "status": "P"
  },
  "files": {
    "count": 1,
    "enabled": true,
    "entries": {
      "annefou/dggs-biodiversity-bias-v0.1.0.zip": {
        "access": {
          "hidden": false
        },
        "checksum": "md5:1434b1e35db9198cb3d3f2d65fdb288d",
        "ext": "zip",
        "id": "8baaad1c-e5e8-4560-801c-b06ba4ad5474",
        "key": "annefou/dggs-biodiversity-bias-v0.1.0.zip",
        "links": {
          "content": "https://zenodo.org/api/records/19848750/files/annefou/dggs-biodiversity-bias-v0.1.0.zip/content",
          "self": "https://zenodo.org/api/records/19848750/files/annefou/dggs-biodiversity-bias-v0.1.0.zip"
        },
        "metadata": null,
        "mimetype": "application/zip",
        "size": 2448511,
        "storage_class": "L"
      }
    },
    "order": [],
    "total_bytes": 2448511
  },
  "id": "19848750",
  "is_draft": false,
  "is_published": true,
  "links": {
    "access": "https://zenodo.org/api/records/19848750/access",
    "access_grants": "https://zenodo.org/api/records/19848750/access/grants",
    "access_links": "https://zenodo.org/api/records/19848750/access/links",
    "access_request": "https://zenodo.org/api/records/19848750/access/request",
    "access_users": "https://zenodo.org/api/records/19848750/access/users",
    "archive": "https://zenodo.org/api/records/19848750/files-archive",
    "archive_media": "https://zenodo.org/api/records/19848750/media-files-archive",
    "communities": "https://zenodo.org/api/records/19848750/communities",
    "communities-suggestions": "https://zenodo.org/api/records/19848750/communities-suggestions",
    "doi": "https://doi.org/10.5281/zenodo.19848750",
    "draft": "https://zenodo.org/api/records/19848750/draft",
    "file_modification": "https://zenodo.org/api/records/19848750/file-modification",
    "files": "https://zenodo.org/api/records/19848750/files",
    "latest": "https://zenodo.org/api/records/19848750/versions/latest",
    "latest_html": "https://zenodo.org/records/19848750/latest",
    "media_files": "https://zenodo.org/api/records/19848750/media-files",
    "parent": "https://zenodo.org/api/records/19848749",
    "parent_doi": "https://doi.org/10.5281/zenodo.19848749",
    "parent_doi_html": "https://zenodo.org/doi/10.5281/zenodo.19848749",
    "parent_html": "https://zenodo.org/records/19848749",
    "preview_html": "https://zenodo.org/records/19848750?preview=1",
    "quota_increase": "https://zenodo.org/api/records/19848750/quota-increase",
    "request_deletion": "https://zenodo.org/api/records/19848750/request-deletion",
    "requests": "https://zenodo.org/api/records/19848750/requests",
    "reserve_doi": "https://zenodo.org/api/records/19848750/draft/pids/doi",
    "self": "https://zenodo.org/api/records/19848750",
    "self_doi": "https://doi.org/10.5281/zenodo.19848750",
    "self_doi_html": "https://zenodo.org/doi/10.5281/zenodo.19848750",
    "self_html": "https://zenodo.org/records/19848750",
    "self_iiif_manifest": "https://zenodo.org/api/iiif/record:19848750/manifest",
    "self_iiif_sequence": "https://zenodo.org/api/iiif/record:19848750/sequence/default",
    "versions": "https://zenodo.org/api/records/19848750/versions"
  },
  "media_files": {
    "count": 0,
    "enabled": false,
    "entries": {},
    "order": [],
    "total_bytes": 0
  },
  "metadata": {
    "additional_descriptions": [
      {
        "description": "If you use this software, please cite this repository together with the foundational HEALPix and DGGS references and the recent biodiversity-DGGS demonstrations listed below.",
        "type": {
          "id": "notes",
          "title": {
            "de": "Anmerkungen",
            "en": "Notes"
          }
        }
      }
    ],
    "creators": [
      {
        "affiliations": [
          {
            "name": "LifeWatch ERIC"
          }
        ],
        "person_or_org": {
          "family_name": "Fouilloux",
          "given_name": "Anne",
          "identifiers": [
            {
              "identifier": "0000-0002-1784-2920",
              "scheme": "orcid"
            }
          ],
          "name": "Fouilloux, Anne",
          "type": "personal"
        }
      }
    ],
    "description": "<p>First public release. Supporting evidence for EGU 2026 talk <strong>EGU26-11348</strong> (Fouilloux et al., LifeWatch ERIC, ESSI2.6, 3\u20138 May 2026).</p>\n<h2>What's in this release</h2>\n<p>Six reproducible Jupyter notebooks (jupytext .py committed; .ipynb generated on demand) making the slide-5 argument that equal-area cells matter for biodiversity AND that for AI-ready data, cell shape and hierarchical refinement are correctness choices too.</p>\n<p>| Notebook | What it shows |\n|---|---|\n| <code>01_synthetic_proof</code> | 1 M uniform points: lat-lon shows a fake 23\u00d7 equator-pole gradient; HEALPix is uniform |\n| <code>02_gbif_quercus_suber</code> | 20,100 GBIF <em>Quercus suber</em> records \u2014 real-data demonstration |\n| <code>03_grid_anisotropy</code> | Cell-shape comparison at 0\u00b0, 40\u00b0N, 70\u00b0N for lat-lon, Behrmann, HEALPix |\n| <code>04_ai_kernel_footprint</code> | What an ML 3\u00d73 kernel sees at 65\u00b0N, 15\u00b0E on three grids |\n| <code>05_equal_area_comparison</code> | 3-grid synthetic comparison (lat-lon vs Behrmann vs HEALPix) |\n| <code>06_hierarchical_indexing</code> | HEALPix NESTED quadtree refinement (parent \u2192 16 \u2192 256 children) |</p>\n<h2>Research-software scaffolding</h2>\n<p><code>environment.yml</code> \u00b7 <code>Dockerfile</code> \u00b7 <code>Snakefile</code> \u00b7 <code>CITATION.cff</code> \u00b7 <code>codemeta.json</code> \u00b7 <code>myst.yml</code> + <code>index.md</code> \u00b7 GitHub Actions (CI smoke, MyST \u2192 Pages, Docker \u2192 GHCR).</p>\n<h2>Cite</h2>\n<p>This release is archived on Zenodo. See <code>CITATION.cff</code> for the full reference graph including:</p>\n<ul>\n<li>G\u00f3rski et al. 2005 (HEALPix)</li>\n<li>Sahr, White &amp; Kimerling 2003 (DGGS)</li>\n<li>Hauffe et al. 2023 (Eco-ISEA3H, equal-area DGGS for biodiversity ML)</li>\n<li>Kmoch et al. 2022 (DGGS area distortions)</li>\n</ul>",
    "publication_date": "2026-04-28",
    "publisher": "Zenodo",
    "related_identifiers": [
      {
        "identifier": "https://github.com/annefou/dggs-biodiversity-bias/tree/v0.1.0",
        "relation_type": {
          "id": "issupplementto",
          "title": {
            "de": "Erg\u00e4nzt",
            "en": "Is supplement to"
          }
        },
        "resource_type": {
          "id": "software",
          "title": {
            "de": "Software",
            "en": "Software"
          }
        },
        "scheme": "url"
      }
    ],
    "resource_type": {
      "id": "software",
      "title": {
        "de": "Software",
        "en": "Software"
      }
    },
    "rights": [
      {
        "description": {
          "en": "A short and simple permissive license with conditions only requiring preservation of copyright and license notices. Licensed works, modifications, and larger works may be distributed under different terms and without source code."
        },
        "id": "mit",
        "props": {
          "scheme": "spdx",
          "url": "https://opensource.org/licenses/MIT"
        },
        "title": {
          "en": "MIT License"
        }
      }
    ],
    "subjects": [
      {
        "subject": "HEALPix"
      },
      {
        "subject": "DGGS"
      },
      {
        "subject": "discrete global grid systems"
      },
      {
        "subject": "equal-area projection"
      },
      {
        "subject": "Behrmann"
      },
      {
        "subject": "Mollweide"
      },
      {
        "subject": "biodiversity"
      },
      {
        "subject": "GBIF"
      },
      {
        "subject": "species distribution model"
      },
      {
        "subject": "SDM"
      },
      {
        "subject": "Quercus suber"
      },
      {
        "subject": "AI-ready"
      },
      {
        "subject": "FAIR"
      },
      {
        "subject": "reproducible research"
      }
    ],
    "title": "dggs-biodiversity-bias \u2014 why equal-area cells matter for biodiversity (and why DGGS adds shape and hierarchy)",
    "version": "v0.1.0"
  },
  "parent": {
    "access": {
      "owned_by": {
        "user": "258391"
      },
      "settings": {
        "accept_conditions_text": null,
        "allow_guest_requests": false,
        "allow_user_requests": false,
        "secret_link_expiration": 0
      }
    },
    "communities": {
      "default": "aec7ac41-c6c7-4a1f-81d3-6f52f32eb35b",
      "entries": [
        {
          "access": {
            "member_policy": "open",
            "members_visibility": "public",
            "record_submission_policy": "closed",
            "review_policy": "members",
            "visibility": "public"
          },
          "children": {
            "allow": false
          },
          "created": "2025-10-10T14:10:48.795416+00:00",
          "custom_fields": {
            "subjects": [
              {
                "id": "mesh:D000079803"
              },
              {
                "id": "mesh:D066295"
              }
            ]
          },
          "deletion_status": {
            "is_deleted": false,
            "status": "P"
          },
          "id": "aec7ac41-c6c7-4a1f-81d3-6f52f32eb35b",
          "links": {},
          "metadata": {
            "curation_policy": "<p>Only registered members of the Science Live Platform can submit content. Membership ensures that contributions follow community guidelines, maintain FAIR principles, and support collaboration across research and industry.</p>",
            "description": "Science Live is a community reimagining knowledge sharing through AI-assisted \"knowledge bricks\" \u2014 modular, FAIR units of data, methods, and insights spanning TRL 3\u20136 to bridge research and industry.",
            "page": "<p><a href=\"https://sciencelive4all.org\">Science Live</a> is a collaborative community dedicated to reimagining how scientific and technological knowledge is shared, tracked, and reused. At the core of the community are AI-assisted <em>knowledge bricks</em> &mdash; modular, FAIR units of data, methods, and insights that make research and innovation transparent, traceable, and reproducible.</p>\n<p>The community spans the full Technology Readiness Level (TRL) spectrum, from early-stage research (TRL 3) to solutions ready for industrial application (TRL 6), fostering connections between research and industry. By encouraging incremental contributions, Science Live allows members to publish work as it develops, without waiting for fully polished artifacts, enabling faster knowledge exchange and collaborative progress.</p>\n<p>Membership is required to submit content, ensuring that all contributions adhere to community guidelines, uphold FAIR principles, and support collaborative workflows. Science Live brings together researchers, innovators, and practitioners to create a shared ecosystem of reusable knowledge, helping accelerate innovation, strengthen Open Science practices, and bridge the gap between discovery and application.</p>\n<p>&nbsp;</p>\n<p>&nbsp;</p>",
            "title": "Science Live - Research beyond Walls",
            "type": {
              "id": "organization"
            },
            "website": "http://sciencelive4all.org/"
          },
          "revision_id": 11,
          "slug": "sciencelive4all",
          "updated": "2026-02-18T15:59:43.609182+00:00"
        }
      ],
      "ids": [
        "aec7ac41-c6c7-4a1f-81d3-6f52f32eb35b"
      ]
    },
    "id": "19848749",
    "pids": {
      "doi": {
        "client": "datacite",
        "identifier": "10.5281/zenodo.19848749",
        "provider": "datacite"
      }
    }
  },
  "pids": {
    "doi": {
      "client": "datacite",
      "identifier": "10.5281/zenodo.19848750",
      "provider": "datacite"
    },
    "oai": {
      "identifier": "oai:zenodo.org:19848750",
      "provider": "oai"
    }
  },
  "revision_id": 4,
  "stats": {
    "all_versions": {
      "data_volume": 54616498.0,
      "downloads": 12,
      "unique_downloads": 12,
      "unique_views": 115,
      "views": 119
    },
    "this_version": {
      "data_volume": 2448511.0,
      "downloads": 1,
      "unique_downloads": 1,
      "unique_views": 5,
      "views": 5
    }
  },
  "status": "published",
  "swh": {
    "swhid": "swh:1:dir:b8e5e9beaa088a5e807f8bfca894f3a5b3c13fca;origin=https://doi.org/10.5281/zenodo.19848749;visit=swh:1:snp:6f3ab21848c257f2c6fcbeea9629a94d1058a6d3;anchor=swh:1:rel:0b5c0f92904e9f466201c1b689624018575f25f8;path=annefou-dggs-biodiversity-bias-758791a"
  },
  "updated": "2026-04-28T09:37:51.508958+00:00",
  "versions": {
    "index": 1,
    "is_latest": false
  }
}