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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.

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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 2 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
Doing Public Participation on the Geospatial Web
Renée Sieber, Pamela Robinson, Peter A. Johnson, Jon Corbett
2016· article· en· Annals of the American Association of Geographers· Social Sciences
machine prediction:candidate · noneconsensus · none
87
citations
affvenueunlabeled
Rewiring for a GIS/2
Renée Sieber
2004· article· en· Cartographica The International Journal for Geographic Information and Geovisualization· Social Sciences
machine prediction:candidate · noneconsensus · none
83
citations
venueno affunlabeled
A Look at the History and Future of Animated Maps
Mark Harrower
2004· article· en· Cartographica The International Journal for Geographic Information and Geovisualization· Social Sciences
machine prediction:candidate · noneconsensus · none
82
citations
venueno affno abstractunlabeled
Introduction: Critical GIS
Francis Harvey, Mei‐Po Kwan, Marianna Pavlovskaya
2005· article· en· Cartographica The International Journal for Geographic Information and Geovisualization· Social Sciences
machine prediction:candidate · noneconsensus · none
80
citations
affunlabeled
Cartography III
Sébastien Caquard
2014· article· en· Progress in Human Geography· Social Sciences
machine prediction:candidate · noneconsensus · none
80
citations
venueno affunlabeled
Critical GIS as a tool for social transformation
Marianna Pavlovskaya
2018· article· en· Canadian Geographies / Géographies canadiennes· Social Sciences
machine prediction:candidate · noneconsensus · none
76
citations
venueno affno abstractunlabeled
Introduction: Indigenous Cartographies and Counter-Mapping
Renee Pualani Louis, Jay T. Johnson, Albertus Hadi Pramono
2012· article· en· Cartographica The International Journal for Geographic Information and Geovisualization· Social Sciences
machine prediction:candidate · noneconsensus · none
74
citations
affunlabeled
Revisiting critical GIS
Jim Thatcher, Luke Bergmann, Britta Ricker, Reuben Rose‐Redwood, David O’Sullivan, Trevor J. Barnes +23 more
2015· article· en· Environment and Planning A Economy and Space· Social Sciences
machine prediction:candidate · noneconsensus · none
74
citations
afffundunlabeled
The Cost(s) of Geospatial Open Data
Peter A. Johnson, Renée Sieber, Teresa Scassa, Monica Stephens, Pamela Robinson
2017· article· en· Transactions in GIS· Social Sciences
machine prediction:candidate · open_scienceconsensus · none
69
citations
affunlabeled
Cartography II
Sébastien Caquard
2013· article· en· Progress in Human Geography· Social Sciences
machine prediction:candidate · noneconsensus · none
63
citations
venueno affunlabeled
On the Design of Schematic Transport Maps
Silvania Avelar, Lorenz Hurni
2006· article· en· Cartographica The International Journal for Geographic Information and Geovisualization· Social Sciences
machine prediction:candidate · noneconsensus · none
57
citations
venueno affunlabeled
Counter‐mapping data science
Craig M. Dalton, Tim Stallmann
2017· article· en· Canadian Geographies / Géographies canadiennes· Social Sciences
machine prediction:candidate · stsconsensus · none
57
citations
affvenueunlabeled
Cybercartography: Maps and Mapping in the Information Era
D. R. Fraser Taylor, Sébastien Caquard
2006· article· en· Cartographica The International Journal for Geographic Information and Geovisualization· Social Sciences
machine prediction:candidate · noneconsensus · none
54
citations

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