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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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Disaster Management and Resilience
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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.

1,725 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.
1,725 works in the cohort · of 4,299,418page 11 of 35

Labels cover 2 of 1,725 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 1,725 of 1,725 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Resilience among people who face natural disaster
Avinash De Sousa, Amresh Shrivastava
2017· article· en· Journal of Psychiatrists Association of Nepal· Social Sciences
distilled prediction:candidate · noneconsensus · none
7
citations
aboutno affunlabeled
Reconceptualizing disaster phases through a<i>Metis-</i>based approach
Joanne Pérodin, Zelalem Adefris, Mayra Cruz, Nahomi Matos Rondon, Leonie Hermantin, Guadalupe De la Cruz +2 more
2021· article· en· Disaster Prevention and Management An International Journal· Social Sciences
distilled prediction:candidate · scholarly_communication+insufficient_payloadconsensus · none
6
citations
affaboutunlabeled
In Search of Archetypes in Crisis Management
Carole Lalonde
2004· article· en· Journal of Contingencies and Crisis Management· Social Sciences
distilled prediction:candidate · noneconsensus · none
6
citations
afffundunlabeled
Sustainability Nexus AID: storms
Simon Michael Papalexiou, Giuseppe Mascaro, Angeline G. Pendergrass, Antonios Mamalakis, Mariana Madruga de Brito, Konstantinos M. Andreadis +10 more
2025· article· en· Sustainability Nexus Forum· Social Sciences
distilled prediction:candidate · metaepi_narrow+stsconsensus · none
6
citations
affvenueaboutunlabeled
A First Nations Framework for Emergency Planning
Stephanie Montesanti, Wilfreda E. Thurston, David Turner, Reynold Medicine Traveler
2019· article· en· International Journal of Indigenous Health· Social Sciences
distilled prediction:candidate · noneconsensus · none
6
citations
fundno affunlabeled
An Emergency Management Doctrine
David Redman
2021· preprint· en· Preprints.org· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
6
citations
affvenueunlabeled
Désastre humanitaire dans la vallée des hamacs
Alicia Sliwinski
2008· article· fr· Anthropologie et Sociétés· Social Sciences
distilled prediction:candidate · metaepi_narrow+sts+insufficient_payloadconsensus · sts
6
citations

How this was built: Screen · Findings · About