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4,299,418 works, Canadian by any of four routes.

Every filter state is a URL; the URL is the query; the query is citable via /q/⟨hash⟩. The page, the API and the export parse the same parameters.

The current cohort, streamed from the database: every work column, the machine labels, the provisional scores, and the per-row validation status. Exports are capped at 100,000 rows. Mints a permanent /q/ link for this exact query. The same filters always produce the same link, whoever asks.

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Flood Risk Assessment and Management
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Direct Codex and Gemma labels are unvalidated and sparse. Distilled predictions cover the full frame and are also unvalidated. Choose the evidence source explicitly; absence of a direct label is never a negative label.

affaffiliation
fundfunder
venuejournal
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The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

1,552 results · 1 filter active ·
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20002025
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Machine labels · sparse coverage
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
1,552 works in the cohort · of 4,299,418page 10 of 32

Labels cover 2 of 1,552 works in this cohort. The rest are unlabeled, which is not a negative label: the label table is sparse today and grows as labeling rounds land.

Distilled predictions cover 1,552 of 1,552 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

afffundvenueaboutunlabeled
A GIS-supported fuzzy-set approach for flood risk assessment
Rifaat Abdalla, Yasir Ali Elawad, Zhi Chen, Sang Soo Han, Rui Xia
2014· article· en· Canadian Water Resources Journal / Revue canadienne des ressources hydriques· Environmental Science
distilled prediction:candidate · metaepi_narrow+stsconsensus · none
17
citations
venueno affunlabeled
Mobile augmented reality for flood events management
Domenica Mirauda, Ugo Erra, Roberto Agatiello, Marco Cerverizzo
2018· article· en· International Journal of Sustainable Development and Planning· Environmental Science
distilled prediction:candidate · noneconsensus · none
16
citations
affunlabeled
Full Flood Cost: Insights from a Risk Analysis Perspective
Amanda Wajnberg Fadel, Guilherme Fernandes Marques, Joel Avruch Goldenfum, Josué Medellín‐Azuara, Amaury Tilmant
2018· article· en· Journal of Environmental Engineering· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
15
citations
venueno affunlabeled
Development and application of efficient methods for the forward propagation of epistemic uncertainty and sensitivity analysis within complex broad-scale flood risk system modelsThis article is one of a selection of papers published in this Special Issue on Hydrotechnical Engineering.
Ben Gouldby, Paul Sayers, M. Panzeri, James Lanyon
2010· article· en· Canadian Journal of Civil Engineering· Environmental Science
distilled prediction:candidate · noneconsensus · none
15
citations

How this was built: Screen · Findings · About