e EVE Verified Research showcase
Independent research · public Protect Baltic data

Baltic Evidence Showcase

Verifiable evidence chains for large-scale ecological modelling.

The Protect Baltic WP3 species distribution models are published, versioned and citable — 630 species, 7 product families, 4 410 raster products across fish, macrophytes and invertebrates. A DOI identifies the dataset. It does not identify a claim derived from it. This showcase follows one 250 m cell of the Baltic down to a single value and shows which evidence travels with it, and which does not.

Walk the chain

One location, held constant. Change the species and the answer changes, not the place. Every figure comes from files retrieved from the published archive; showcase declarations are marked as constructed.

group
species

Compare the same location across species.

product

Row 3387, column 1926 — centre 4691222.4269 / 3965570.1766 in EPSG:3035, which is 58.642°N 16.374°E, Bråviken on the Swedish east coast.

How EVE was used in this research showcase

EVE was not used to generate the ecological models, and it does not determine whether they are scientifically correct. It was used as the verification framework for separating and binding the parts of the evidence chain.

Keeping those layers apart surfaced three things that are easy to lose in ordinary analysis:

Review context does not travel

A cited cell value carries no trace of the expert review recorded for that species — including notes the modelling team wrote themselves.

Probabilities are not comparable

The binary threshold is derived per species, so a higher probability can carry a worse suitability class.

Content identity is not role

Where two product families hold the same content, a content hash gives both the same identity and cannot establish which role an artefact played.

EVE separates these layers so that one cannot silently stand in for another.

Sources and attribution

All data used here is publicly available under CC-BY-4.0 and was produced by the Protect Baltic project, funded by the European Union's Horizon Europe programme.

dataset
Zenodo record 20309312 — Protect Baltic WP3 SDMs
project
protectbaltic.eu
code
HELCOM Secretariat on GitHub
preprint
doi.org/10.21203/rs.3.rs-10132050/v1
This is an independent research showcase using publicly available Protect Baltic WP3 data. It is not part of the Protect Baltic project and does not represent SLU, HELCOM or project partners.