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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
aboutaboutness

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
Evidence
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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 31 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. 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.

affaboutunlabeled
Modernization of Canadian Digital Topographic Data
Heather McGrath, Михаил Соколов, Jean-Sebastien Moreau, C Papasodoro, Mozhdeh Shabazi
2025· article· en· Abstracts of the ICA· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Geocollaboration
Shivanand Balram, Suzana Dragićević
2008· book-chapter· en· Encyclopedia of GIS· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
LibGuides: GIS & Spatial Data: Home
Rhys Stevens
2012· libguides· en· Social Sciences
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Geocollaboration
Shivanand Balram, Suzana Dragićević
2016· book-chapter· en· Encyclopedia of GIS· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Spatial Online Analytical Processing (SOLAP)
Yvan Bédard, Sonia Rivest, Marie-Josée Proulx
2011· book-chapter· en· IGI Global eBooks· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
venueno affunlabeled
Heat release methods
2005· report· en· NPARC· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Spatiotemporal Data
Reda Alhajj, Jon Rokne
2018· book-chapter· en· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
map_avatar.xml
Amanda O’Rae, Michelle Cullen, David Topps
2019· dataset· en· Harvard Dataverse· Social Sciences
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affvenueaboutunlabeled
University of Manitoba GISHub
Meg Miller, Mullai Manickavalli
2021· article· en· Bulletin - Association of Canadian Map Libraries and Archives (ACMLA)· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Geo-referenced digital photograph library
Pei Jeng Kuo, Terumasa Aoki, Hiroshi Yasuda
2005· article· en· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
afffundvenueunlabeled
Going Global: GIS Day(s) 2020
L Sutherland, Sarah Woloschuk, Veronica Berry
2020· article· en· Bulletin - Association of Canadian Map Libraries and Archives (ACMLA)· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
map_avatar.xml
Michelle Cullen, David Topps
2019· dataset· en· Harvard Dataverse· Social Sciences
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Geocollaboration
Shivanand Balram, Suzana Dragićević
2017· book-chapter· en· Encyclopedia of GIS· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Geographic Information Systems
Paula Cristina Almeida Remoaldo, Vítor Ribeiro, Hélder Silva Lopes, Sara Silva
2018· book-chapter· en· Advances in environmental engineering and green technologies book series· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affvenueno abstractunlabeled
Grand Lake Meadows Historical Mapping
Heather McGrath, Emmanuel Stefanakis
2014· article· en· GEOMATICA· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
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How this was built: Screen · Findings · About