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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.

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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 4 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. The Gemma side is a direct model label for every work (title-only); the Codex side is a distilled, calibrated classifier. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Community-based Decision Making in Japan
Norio Okada, Liping Fang, D. Marc Kilgour
2012· article· en· Group Decision and Negotiation· Social Sciences
machine prediction:candidate · noneconsensus · none
43
citations
affaboutunlabeled
The role of disaster volunteering in Indigenous communities
Lilia Yumagulova, Suzanne Phibbs, Christine Kenney, Darlene Yellow Old Woman-Munro, Amy Cardinal Christianson, Tara K. McGee +1 more
2019· article· en· Environmental Hazards· Social Sciences
machine prediction:candidate · noneconsensus · none
43
citations
aboutno affunlabeled
Qualitative Disaster Research
DeeDee Bennett, Mark Landahl, Brenda D. Phillips
2020· book-chapter· en· Oxford University Press eBooks· Social Sciences
machine prediction:candidate · noneconsensus · none
41
citations
affunlabeled
Framing responses to post‐earthquake Haiti
Lisa Bornstein, Gonzalo Lizarralde, Kevin Gould, Colin H. Davidson
2013· article· en· International Journal of Disaster Resilience in the Built Environment· Social Sciences
machine prediction:candidate · noneconsensus · none
40
citations
affunlabeled
Alternatives for Sustained Disaster Risk Reduction
JC Gaillard, Ben Wisner, Djillali Benouar, Terry Cannon, Laurence Créton-Cazanave, Julie Dekens +14 more
2010· article· en· Human Geography· Social Sciences
machine prediction:candidate · noneconsensus · none
36
citations
affunlabeled
Developing a Code of Ethics for Disaster Tourism
Ilan Kelman, Rachel Dodds
2009· article· en· International Journal of Mass Emergencies & Disasters· Social Sciences
machine prediction:candidate · noneconsensus · none
35
citations
aboutno affunlabeled
<i>The Shock Doctrine</i> : A Discussion
Naomi Klein, Neil Smith
2008· article· en· Environment and Planning D Society and Space· Social Sciences
machine prediction:candidate · noneconsensus · none
32
citations

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