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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 9 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.

affno abstractunlabeled
Integrating Social Dimensions into Flood Cost Forecasting
Corinne J. Schuster‐Wallace, S. J. Murray, Edward A. McBean
2018· article· en· Water Resources Management· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
21
citations
affunlabeled
Widespread potential for streamflow leakage across Brazil
José Gescilam S. M. Uchôa, Paulo Tarso Sanches de Oliveira, André S. Ballarin, Antônio Alves Meira Neto, Didier Gastmans, Scott Jasechko +2 more
2024· article· en· Nature Communications· Environmental Science
distilled prediction:candidate · noneconsensus · none
21
citations
afffundunlabeled
Data-Driven Community Flood Resilience Prediction
Moustafa Naiem Abdel-Mooty, Wael El‐Dakhakhni, Paulin Coulibaly
2022· article· en· Water· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
20
citations
affunlabeled
Enhancing flood risk mitigation by advanced data-driven approach
Ali S. Chafjiri, Mohammad Gheibi, Benyamin Chahkandi, Hamid Eghbalian, Stanisław Wacławek, Amir M. Fathollahi‐Fard +1 more
2024· article· en· Heliyon· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
19
citations
afffundaboutunlabeled
Climate-resilience of dams and levees in Canada: a review
M. R. Islam, Mohammad Fereshtehpour, Mohammad Reza Najafi, M. N. Khaliq, Amir Azam Khan, Laxmi Sushama +7 more
2024· review· en· Discover Applied Sciences· Environmental Science
distilled prediction:candidate · noneconsensus · none
18
citations
affunlabeled
Inundation discriminated using sun glint
V. C. Vanderbilt, Guillaume Perry, Gerald P. Livingston, Susan L. Ustin, M.C. Diax Barrios, François‐Marie Bréon +9 more
2002· article· en· IEEE Transactions on Geoscience and Remote Sensing· Environmental Science
distilled prediction:candidate · noneconsensus · none
18
citations
affaboutunlabeled
Flood Damage Reduction
K. S. Davar, John M. Henderson, Brian C. Burrell
2001· article· en· Water International· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
17
citations
affaboutunlabeled
Flood Risk Communication Using ArcGIS StoryMaps
Khalid Oubennaceur, Karem Chokmani, Anas El Alem, Yves Gauthier
2021· article· en· Hydrology· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
17
citations

How this was built: Screen · Findings · About