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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.

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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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Journal of Flood Risk Management
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Retraction
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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.

62 results · 1 filter active ·
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20082025
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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.
62 works in the cohort · of 4,299,418page 1 of 2

Labels cover 0 of 62 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 62 of 62 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Floods in future climates: a review
Paul H. Whitfield
2012· review· en· Journal of Flood Risk Management· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
151
citations
aboutno affunlabeled
Review of rainfall frequency estimation methods
Cecilia Svensson, D. A. Jones
2010· article· en· Journal of Flood Risk Management· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
107
citations
affunlabeled
Flood vulnerability and risk assessment of historic urban areas: Vulnerability evaluation, derivation of depth‐damage curves and cost–benefit analysis of flood adaptation measures applied to the historic city centre of Tomar, Portugal
Lucy Davis, Tatiana Larionova, Dhairya Patel, Demiana Tse, Pilar Baquedano Juliá, Pedro Pinto Santos +1 more
2023· article· en· Journal of Flood Risk Management· Environmental Science
distilled prediction:candidate · noneconsensus · none
36
citations
afffundunlabeled
Reimagining nature‐based coastal adaptation: A nested framework
Kate Sherren, H. M. Tuihedur Rahman, Patricia Manuel, Emily Wells, Eric Rapaport, Danika van Proosdij
2024· article· en· Journal of Flood Risk Management· Environmental Science
distilled prediction:candidate · noneconsensus · none
6
citations
aboutno affunlabeled
Flood risks from failure of infrastructure
Paul Samuels
2023· article· en· Journal of Flood Risk Management· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
3
citations
afffundaboutunlabeled
Economic Exposure of Canadian Residential Properties to Flooding
Gabriel Morin, Mathieu Boudreault, Jason Thistlethwaite, Michaël Bourdeau-Brien, Jacob Chenette, Daniel Henstra +1 more
2025· article· en· Journal of Flood Risk Management· Environmental Science
distilled prediction:candidate · noneconsensus · none
3
citations
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