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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
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.

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 8 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
Six GIScience Ideas That Must Die
Krzysztof Janowicz, Rui Zhu, Judith A. Verstegen, Grant McKenzie, Bruno Martins, Ling Cai
2022· article· en· AGILE GIScience Series· Social Sciences
distilled prediction:candidate · stsconsensus · none
12
citations
affaboutunlabeled
The Atlas of Canada Web Mapping: The User Counts
Donna Williams, Douglas O'Brien, Eric Kramers
2003· article· en· Cartographic Perspectives· Social Sciences
distilled prediction:candidate · noneconsensus · none
12
citations
aboutno affunlabeled
Classics in Cartography
Martin Dodge
2011· book· en· Social Sciences
distilled prediction:candidate · noneconsensus · none
12
citations
venueno affunlabeled
Improving Web Mapping with Generalization
Julien Gaffuri
2011· article· en· Cartographica The International Journal for Geographic Information and Geovisualization· Social Sciences
distilled prediction:candidate · stsconsensus · none
12
citations
venueno affunlabeled
Position Validation in Crowdsourced Accessibility Mapping
Rebecca M. Rice, Ahmad O. Aburizaiza, Matthew Rice, Han Qin
2016· article· en· Cartographica The International Journal for Geographic Information and Geovisualization· Social Sciences
distilled prediction:candidate · noneconsensus · none
12
citations
aboutno affunlabeled
INTEGRATION OF AUTHORITATIVE AND VOLUNTEERED GEOGRAPHIC INFORMATION FOR UPDATING URBAN MAPPING: CHALLENGES AND POTENTIALS
Vivian de Oliveira Fernandes, Elenice Elias, Alexander Zipf
2020· 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
distilled prediction:candidate · metaepi_narrow+stsconsensus · sts
11
citations
affunlabeled
Web GIS and Knowledge Management Systems
Brad C. Mason, Suzana Dragićević
2006· book-chapter· en· IGI Global eBooks· Social Sciences
distilled prediction:candidate · metaepi_narrowconsensus · none
11
citations
affunlabeled
IMVis
Carman Neustaedter, Saul Greenberg, Sheelagh Carpendale
2002· article· en· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
10
citations
venueaboutno affunlabeled
Making the <i>Coming Home</i> Map
Margaret Pearce, Stephen J. Hornsby
2020· article· en· Cartographica The International Journal for Geographic Information and Geovisualization· Social Sciences
distilled prediction:candidate · sts+scholarly_communicationconsensus · none
10
citations

How this was built: Screen · Findings · About