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Phase 3 — Iberian regional replication

LifeWatch ERIC

Phase 3 asks: does the same thermal-exposure → extirpation signal still emerge when the curated continental dataset is replaced with open GBIF occurrence records for the Iberian Peninsula?

This is a Replicability check in FORRT vocabulary — same code (the validated Python port from Phase 2), different conditions (regional zoom to a southern-Europe subregion, different occurrence data source).

Why Iberia

Many Bombus species reach their southern range limit on the Iberian Peninsula. If Soroye’s mechanism is real — that the frequency of historically extreme temperatures, not mean warming, drives extirpation — then Iberia is exactly where one would expect a stronger signal than the continental mean. The Phase 3 result either supports that prediction or it doesn’t.

What was changed

ElementPhase 2Phase 3
Occurrence dataSoroye’s bundled continental datasetOpen GBIF Bombus for ES + PT, GBIF.org User (2026) (36 560 records, 2026-04-25)
ClimateCRU TS 3.24.01 monthlySame
Pipelineweatherxbiodiversity Python portSame (only 01_clean_data_iberia.py differs from 01_clean_data.py)
Grid, periods, model specunchanged from Phase 2unchanged

Headline result

sc_TEI_delta = +0.4792, 95 % CI [0.266, 0.693]   (mixed-effects, VB)
sc_TEI_delta = +0.2943, p = 0.007                (plain logit)
n = 528 species × cell observations across 31 Bombus species, 99 sampled cells

The claim replicates regionally and with a stronger effect than the continental mean. The Iberian coefficient is approximately 3× larger in magnitude than Phase 2’s +0.15 continental average.

Phase 3 forest plot — fixed-effect coefficients from the mixed-effects logistic GLMM on the Iberian GBIF dataset

Notable differences from Phase 2:

The nanopubs

Replication Study

Show the Phase 3 Replication Study nanopub inline

View Phase 3 Study on Science Live →

Replication Outcome — Validated, High confidence

Show the Phase 3 Replication Outcome nanopub inline

View Phase 3 Outcome on Science Live →

View Phase 3 CiTO on Science Live →

Caveats

What this enables

With Iberian replication confirmed, the same validated pipeline becomes a tool — projecting onto future climate, identifying refugia, applying the mechanism to other thermally-sensitive insect taxa. See Discussion for what’s next.

References
  1. GBIF.org User. (2026). Occurrence Download. The Global Biodiversity Information Facility. 10.15468/DL.3FRMSQ