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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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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 15 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
Extending Objects to Model Agents
Shivanand Balram, Suzana Dragićević
2006· book-chapter· en· IGI Global eBooks· Social Sciences
distilled prediction:candidate · metaepi_narrowconsensus · none
2
citations
aboutno affunlabeled
New Approaches for Digital Literary Mapping
Sally Bushell, Rebecca Hutcheon
2025· book· en· Cambridge University Press eBooks· Social Sciences
distilled prediction:candidate · metaepi_narrowconsensus · none
2
citations
affunlabeled
Data for Virtual Mapping in Kenya
Shajy Isac, Parinita Bhattacharjee
2020· dataset· en· Harvard Dataverse· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
2
citations
affunlabeled
Introduction to the OGC Geodatacube Standard Working Group
Alexander Jacob, Miruna Stoicescu, Ryan Ahola, Peter Zellner, Richard Conway, Claudio Iacopino +1 more
2023· article· en· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
2
citations
affunlabeled
Art and cartography: views from somewhere
Taien Ng-Chan, Nick Lally, Sharon Hayashi
2024· article· en· International Journal of Cartography· Social Sciences
distilled prediction:candidate · noneconsensus · none
2
citations
affunlabeled
Collaborative Geographic Information Systems
Shivanand Balram, Suzana Dragićević
2008· book-chapter· en· IGI Global eBooks· Social Sciences
distilled prediction:candidate · metaepi_narrow+sts+insufficient_payloadconsensus · none
2
citations
affvenueno abstractunlabeled
What is alt.gis? Introduction to the Special Issue
Nadine Schuurman
2015· article· en· Canadian Geographies / Géographies canadiennes· Social Sciences
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communicationconsensus · none
2
citations
affaboutunlabeled
Urban Cartographies
Heather Zwicker, Heidi Rae Cooley, Nanna Verhoeff
2016· article· en· Television & New Media· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
2
citations
affunlabeled
Searching Through Silos
Shelley Cook, Logan Cochrane, Jon Corbett
2020· article· en· International Journal of E-Planning Research· Social Sciences
distilled prediction:candidate · noneconsensus · none
2
citations
venueno affunlabeled
A User Study of a Map-Based Slideshow Editor
Hideyuki Fujita, Masatoshi Arikawa
2011· article· en· Cartographica The International Journal for Geographic Information and Geovisualization· Social Sciences
distilled prediction:candidate · noneconsensus · none
2
citations
affno abstractunlabeled
Introduction
Benoit Éthier, Justine Gagnon, Christian Coocoo
2025· article· fr· Revue d’études autochtones· Social Sciences
distilled prediction:candidate · metaepi_narrowconsensus · none
2
citations
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