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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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Geographic Information Systems Studies
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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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venuejournal
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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.

1,790 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.
1,790 works in the cohort · of 4,299,418page 6 of 36

Labels cover 3 of 1,790 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 1,790 of 1,790 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Map Style Formalization: Rendering Techniques Extension for Cartography
Sidonie Christophe, Bertrand Duménieu, Jérémie Turbet, Charlotte Hoarau, Nicolas Mellado, Jérémie Ory +8 more
2016· preprint· en· HAL (Le Centre pour la Communication Scientifique Directe)· Social Sciences
distilled prediction:candidate · metaepi_narrow+stsconsensus · none
19
citations
affno abstractunlabeled
Using GIS to promote spatial analysis
Barry Boots
2000· article· en· Journal of Geographical Systems· Social Sciences
distilled prediction:candidate · noneconsensus · none
18
citations
affunlabeled
GPS Tracings – Personal Cartographies
Tracey P. Lauriault, Jeremy P. Wood
2009· article· en· The Cartographic Journal· Social Sciences
distilled prediction:candidate · stsconsensus · none
18
citations
affno abstractunlabeled
What3Words Geocoding Extensions
Wen Jiang, Emmanuel Stefanakis
2018· article· en· Journal of Geovisualization and Spatial Analysis· Social Sciences
distilled prediction:candidate · noneconsensus · none
17
citations
venueno affunlabeled
Teaching critical open GIS
Joseph Holler
2019· article· en· Canadian Geographies / Géographies canadiennes· Social Sciences
distilled prediction:candidate · metaepi_narrow+sts+insufficient_payloadconsensus · none
17
citations

How this was built: Screen · Findings · About