Sample evidence

Reports that show their working.

Public summaries of outputs generated by the Arasense console: trust-weighted projections, scenario comparison, multi-hazard profiling, portfolio ranking, and validation-stage flood screening.

Bologna projection

Flood-driving rainfall, mid-century

Maximum 1-day precipitation, historical 1995–2014 vs future 2040–2059. Trust-weighted CMIP6 projection using models that pass Aras Diagram skill screening.

+5.73 mmProjected max 1-day precipitation change.
+14.2%Relative increase from the historical baseline.
78%Trusted-model weight agreeing on increase.
BaselineFutureSpreadTrusted models
40.23 mm45.97 mm−0.26 to +11.73 mm32 of 34
−2 mm 0 ▲ trust-weighted mean +5.73 mm +13 mm

The uncertainty range is drawn to scale, not buried in a footnote: trusted models span −0.26 to +11.73 mm, and the trust-weighted mean sits at +5.73 mm.

Scenario comparison

SSP2-4.5 vs SSP5-8.5

The historical baseline and model trust are held constant; only the emissions scenario changes.

SSP2-4.5 +14.2% · 78%
SSP5-8.5 +13.5% · 74%

For this indicator and location the scenario gap is small, and the report says so, rather than dramatizing it. Agreement is shown for both runs.

Multi-hazard profile

Bologna hazard signals

A single-location profile across rainfall, heat, and drought indicators under SSP2-4.5.

HazardToday2050Change
Flood-driving rainfall44.20 mm48.95 mm+4.75 mm
Heat37.4 °C40.8 °C+3.4 K
Drought62.8%64.2%+1.4 pts
Portfolio ranking

Italian flood-exposure pilot

Locations ranked by trust-weighted mid-century change in maximum 1-day precipitation.

RankLocationToday2050ChangeAgreement
1Rome39.91 mm47.40 mm+7.49 mm (+19%)100%
2Milan63.90 mm72.10 mm+8.20 mm (+13%)79%
3Florence46.17 mm51.45 mm+5.28 mm (+11%)80%
4Bologna44.20 mm48.95 mm+4.75 mm (+11%)100%
5Venice52.96 mm54.70 mm+1.74 mm (+3%)56%
Validation-stage flood screening

Emilia-Romagna / Bologna, May 2023 flood

Validation-stage flood screening compared against a Sentinel-1 threshold mask. The event hindcast uses ERA5-Land observed precipitation, not a free-running climate model.

15.217Event precipitation, mm/day.
2.068 σRainfall anomaly in standard deviations.
100%Probability of detection in this sample case.
Interpretation limit. Validation metrics are useful for pilot evaluation and model improvement. They are not operational accuracy claims.

Validation note. Flood outputs are validation-stage screening evidence. They are not a replacement for hydraulic modelling, field validation, local calibration, or engineering-grade flood forecasting.

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