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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
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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 13 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.

afffundno abstractunlabeled
FLORAS: urban flash-flood prediction using a multivariate model
Lucas Augusto Vieira Brito, Rodolfo I. Meneguette, Robson E. De Grande, Caetano Mazzoni Ranieri, Jó Ueyama
2022· article· en· Applied Intelligence· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
9
citations
afffundunlabeled
Risk Assessment of Dam-Breach Flood Under Extreme Storm Events
Xiajing Lin, Guohe Huang, Guoqing Wang, Denghua Yan, Xiong Zhou
2021· article· en· Frontiers in Environmental Science· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
9
citations
affno abstractunlabeled
Novel MCDA methods for flood hazard mapping: a case study in Hamadan, Iran
Reza Bahramloo, Jun Wang, Mehdi Sepehri, Ali Faghfouri, Bagher Ghermezcheshmeh, Abbas Atapourfard +3 more
2024· article· en· Stochastic Environmental Research and Risk Assessment· Environmental Science
distilled prediction:candidate · metaepi_narrowconsensus · none
8
citations
venueno affunlabeled
A taxonomy-based understanding of community flood resilience
Dipesh Chapagain, Stefan Hochrainer‐Stigler, Stefan Velev, Adriana Keating, Jung Hee Hyun, Naomi Rubenstein +1 more
2024· article· en· Ecology and Society· Environmental Science
distilled prediction:candidate · noneconsensus · none
8
citations
venueno affunlabeled
Flood hazard mapping for the gonbad chi region, Iran
Mehdi Sepehri, Alireza Ildoromi, Hossein Malekinezhad, Seyed Zeynalabedin Hosseini, Ali Talebi, Saba Goodarzi
2017· article· en· Journal of Environmental Engineering and Science· Environmental Science
distilled prediction:candidate · noneconsensus · none
8
citations
venueno affunlabeled
Extreme Climate Events and Fish Production in Bangladesh
Jatish Chandra Biswas, M. Maniruzzaman, Md. Mozammel Haque, M. Belal Hossain, Md. Mijanur Rahman, U. A. Naher +2 more
2018· article· en· Environment and Natural Resources Research· Environmental Science
distilled prediction:candidate · noneconsensus · none
8
citations
affunlabeled
Anatomy of a disaster
Judith Whitehead
2007· article· en· Focaal· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
8
citations

How this was built: Screen · Findings · About