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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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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
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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 5 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
SAR based flood risk analysis: A case study Kerala flood 2018
Niloy Pramanick, Rituparna Acharyya, Sandip Mukherjee, Sudipta Mukherjee, Indrajit Pal, Debashis Mitra +1 more
2021· article· en· Advances in Space Research· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
44
citations
fundno affunlabeled
Global Water Security 2023 Assessment
Charlotte MacAlister, Guillaume Baggio, Duminda Perera, Manzoor Qadir, Lina Taing, Vladimir Smakhtin
2023· report· en· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
39
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
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How this was built: Screen · Findings · About