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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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Evacuation and Crowd Dynamics
Retraction
Abstract
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Study design
Label agreement
Label status

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.

675 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.
675 works in the cohort · of 4,299,418page 4 of 14

Labels cover 0 of 675 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 675 of 675 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Swarming for Games: Immersion in Complex Systems
Sebastian von Mammen, Christian Jacob
2009· book-chapter· en· Lecture notes in computer science· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
15
citations
affunlabeled
On density–flow relationships during crowd evacuation
Brandon Haworth, Muhammad Usman, Glen Berseth, Mubbasir Kapadia, Petros Faloutsos
2017· article· en· Computer Animation and Virtual Worlds· Engineering
distilled prediction:candidate · noneconsensus · none
13
citations
affno abstractunlabeled
Review of Research on Human Behavior in Large Outdoor Fires
Negar Elhami Khorasani, Max Kinateder, Vincent Lemiale, Samuel L. Manzello, Ido Marom, Leorey Marquez +4 more
2023· article· en· Fire Technology· Engineering
distilled prediction:candidate · noneconsensus · none
12
citations
affunlabeled
SteerPlex
Glen Berseth, Mubbasir Kapadia, Petros Faloutsos
2013· article· en· Engineering
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
12
citations
affaboutunlabeled
The Booze Cruise: Impaired Driving in Virtual Spaces
James R. Parker, Nathan Sorenson, Nooshin Esmaeili, Ronan Sicre, Phillipa Gil, Vishal Kochlar +2 more
2009· article· en· IEEE Computer Graphics and Applications· Engineering
distilled prediction:candidate · noneconsensus · none
11
citations
affno abstractunlabeled
Extreme events drive rapid and dynamic range fluctuations
Lydia Soifer, Julie L. Lockwood, Jonas J. Lembrechts, Laura H. Antão, David H. Klinges, Rebecca A. Senior +15 more
2025· review· en· Trends in Ecology & Evolution· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
10
citations
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