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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 29 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
Harnessing the Chaotic
Jon Corbett, Samantha Brennan, Aidan Whitely
2018· book-chapter· en· IGI Global eBooks· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
venueno affunlabeled
Where in the world can you find your ancestors?
Larry Naukam
2018· article· en· Bulletin - Association of Canadian Map Libraries and Archives (ACMLA)· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affno abstractunlabeled
Library: Map Resources: Canadian Maps
Paul Pival
2012· article· en· Social Sciences
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Standards stuff …
Neil McNaughton
2020· article· en· Oil IT Journal.· Social Sciences
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Prince George's County Vision Zero Story Map
Samuel F. Ajala, Omar Akbari, Janell Coleman, Kishan Patel, Asqa Rauf, Kayla Sheehy
2020· article· en· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affvenueunlabeled
Place Name Change and GIS
Karen Jensen
2025· article· en· Bulletin - Association of Canadian Map Libraries and Archives (ACMLA)· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affvenueunlabeled
Maps on the Web: A Retrospective and Forward Look
Emmanuel Stefanakis
2025· article· en· Cartographica The International Journal for Geographic Information and Geovisualization· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affvenueunlabeled
Here Today, Here Tomorrow?
Martin Chandler
2024· article· en· Bulletin - Association of Canadian Map Libraries and Archives (ACMLA)· Social Sciences
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Sydney Harbour Atlas
A G Sherin, Bruce G. Hatcher, Mary B. Kennedy, Jeff McKenna, Nicholas Doane, Caelin Murray +2 more
2017· article· en· Biodiversity Information Science and Standards· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Cookbooks and Curriculum
Mary A. Kennedy, A G Sherin
2017· article· en· Biodiversity Information Science and Standards· Social Sciences
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affvenueunlabeled
Mac Mapping in the Map Library by Colleen Beard
Colleen Beard, L. W. Laliberté
2025· article· en· Bulletin - Association of Canadian Map Libraries and Archives (ACMLA)· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affvenueunlabeled
GeoAI- The future was here!
Martin Chandler
2023· article· en· Bulletin - Association of Canadian Map Libraries and Archives (ACMLA)· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
LATEST DEVELOPMENTS OF THE ISPRS STUDENT CONSORTIUM
Ivan Detchev, Urša Kanjir, S. R. Reyes, Hiroyuki Miyazaki, Ayda F. Aktas
2016· article· en· ˜The œinternational archives of the photogrammetry, remote sensing and spatial information sciences/International archives of the photogrammetry, remote sensing and spatial information sciences· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
venueno affunlabeled
Maps of China, Kazakhstan, and Ukraine
2016· article· en· East/West Journal of Ukrainian Studies· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affvenueaboutunlabeled
My story in Calgary
Rodrigo Amado
2023· article· en· Bulletin - Association of Canadian Map Libraries and Archives (ACMLA)· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affvenueunlabeled
GitHub and Jekyll for Publishing GIS Workshop Content
Evan Thornberry, Phil White
2020· article· en· Bulletin - Association of Canadian Map Libraries and Archives (ACMLA)· Social Sciences
machine prediction:candidate · scholarly_communication+insufficient_payloadconsensus · none
0
citations
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