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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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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
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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.

1,725 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 9 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.

affaboutunlabeled
Role of social resilience in mitigating disasters
N. Nirupama, T. Popper, A. Quirke
2015· article· en· International Journal of Disaster Resilience in the Built Environment· Social Sciences
distilled prediction:candidate · noneconsensus · none
11
citations
affaboutunlabeled
Social vulnerability to natural hazards in Canada
Murray Journeay, J Z K Yip, C L Wagner, Philip LeSueur, Tiegan Hobbs
2022· report· en· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
11
citations
affaboutunlabeled
Disaster Perceptions
Nirupama Agrawal
2018· book-chapter· en· Advances in natural and technological hazards research· Social Sciences
distilled prediction:candidate · sts+insufficient_payloadconsensus · none
10
citations
affno abstractunlabeled
Disaster Risk Management Status Assessment at Municipalities in South Africa
Doret Botha, Dewald van Niekerk, Gideon Wentink, Christo Coetzee, Yolanda Maartens, Elrista Annandale +2 more
2011· report· en· Research at the University of Copenhagen (University of Copenhagen)· Social Sciences
distilled prediction:candidate · metaepi_narrow+sts+insufficient_payloadconsensus · sts+insufficient_payload
10
citations
affno abstractunlabeled
Mitigating Natural Disasters: The Role Of Eco-Ethics
David Etkin, Ingrid Leman Stefanovic
2005· article· en· Mitigation and Adaptation Strategies for Global Change· Social Sciences
distilled prediction:candidate · noneconsensus · none
9
citations
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How this was built: Screen · Findings · About