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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
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
aboutaboutness

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
Evidence
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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 11 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.

affunlabeled
Informality and the politics of urban flood management
Patrick Brandful Cobbinah, Clifford Amoako, Ata Senior Yeboah
2023· article· en· Environment and Planning C Politics and Space· Environmental Science
distilled prediction:candidate · noneconsensus · none
13
citations
affunlabeled
Efficient Adaptation to Flood Risk
Winston Hovekamp, Katherine R. H. Wagner
2023· article· en· AEA Papers and Proceedings· Environmental Science
distilled prediction:candidate · noneconsensus · none
13
citations
afffundno abstractunlabeled
Flood damage calculations via a RESTful API
Heather McGrath, Menelaos Kotsollaris, Emmanuel Stefanakis, Miroslav Nastev
2019· article· en· International Journal of Disaster Risk Reduction· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
13
citations
fundaboutno affunlabeled
Engaging the Applications Community of the future Surface Water and Ocean Topography (SWOT) Mission
Margaret Srinivasan, Alice Andral, Michel Dejus, Faisal Hossain, Craig A. Peterson, R. Edward Beighley +5 more
2015· article· en· ˜The œinternational archives of the photogrammetry, remote sensing and spatial information sciences/International archives of the photogrammetry, remote sensing and spatial information sciences· Environmental Science
distilled prediction:candidate · stsconsensus · sts
13
citations
affno abstractunlabeled
Critical research in the water-related multi-hazard field
Heidi Kreibich, Marleen de Ruiter, Katsuichiro Goda, Margreth Keiler, Anawat Suppasri, Bruce D. Malamud
2021· article· en· Nature Sustainability· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
12
citations
fundno affunlabeled
Annual Mekong Flood Report 2005
Eric Tilman, Trinh Hoang, Olivier Cogels
2006· report· en· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
12
citations
venueno affunlabeled
Ranking of Waterways Susceptible to Adverse Stormwater Effects
Ed Gazendam, Bahram Gharabaghi, Ed McBean, H. R. Whiteley, Ray Kostaschuk
2009· article· en· Canadian Water Resources Journal / Revue canadienne des ressources hydriques· Environmental Science
distilled prediction:candidate · metaepi_narrowconsensus · none
11
citations

How this was built: Screen · Findings · About