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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.

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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 1 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.

affno abstractunlabeled
Open access to Earth land-cover map
Yifang Ban, Songnian Li
2014· letter· en· Nature· Social Sciences
machine prediction:candidate · open_scienceconsensus · none
783
citations
affunlabeled
Understanding triangulation in research
Roberta Heale, Dorothy Forbes
2013· article· en· Evidence-Based Nursing· Social Sciences
machine prediction:candidate · metaresearchconsensus · metaresearch
561
citations
aboutno affunlabeled
Web-a-where
Einat Amitay, Nadav Har’El, Ron Sivan, Aya Soffer
2004· article· en· Social Sciences
machine prediction:candidate · noneconsensus · none
532
citations
aboutno affunlabeled
MAPPING INDIGENOUS LANDS
Mac Chapin, Zachary Lamb, Bill Threlkeld
2005· article· en· Annual Review of Anthropology· Social Sciences
machine prediction:candidate · noneconsensus · none
453
citations
fundno affunlabeled
Next-generation Digital Earth
Michael F. Goodchild, Huadong Guo, Alessandro Annoni, Ling Bian, C.A.J.M. de Bie, F C Campbell +10 more
2012· article· en· Proceedings of the National Academy of Sciences· Social Sciences
machine prediction:candidate · noneconsensus · none
385
citations
venueno affunlabeled
A Beast in the Field: The Google Maps Mashup as GIS/2
Christopher Chan Miller
2006· article· en· Cartographica The International Journal for Geographic Information and Geovisualization· Social Sciences
machine prediction:candidate · noneconsensus · none
236
citations
affunlabeled
Cartography I
Sébastien Caquard
2011· article· en· Progress in Human Geography· Social Sciences
machine prediction:candidate · noneconsensus · none
231
citations
aboutno affunlabeled
Satellite Culture
Claudio Aporta, E. D. Higgs
2005· article· en· Current Anthropology· Social Sciences
machine prediction:candidate · noneconsensus · none
227
citations
fundno affunlabeled
ConceptFusion: Open-set multimodal 3D mapping
Krishna Murthy Jatavallabhula, Alihusein Kuwajerwala, Qiao Gu, Mohd Omama, Ganesh Iyer, Soroush Saryazdi +11 more
2023· article· en· Social Sciences
machine prediction:candidate · noneconsensus · none
190
citations
venueno affunlabeled
Production of Global Land Cover Data – GLCNMO2008
Ryutaro Tateishi, Nguyen Thanh Hoan, Toshiyuki Kobayashi, Bayan Alsaaideh, Gegen Tana, Dong Xuan Phong
2014· article· en· Journal of Geography and Geology· Social Sciences
machine prediction:candidate · noneconsensus · none
169
citations
aboutno affunlabeled
Reimagining the history of GIS
Michael F. Goodchild
2018· article· en· Annals of GIS· Social Sciences
machine prediction:candidate · stsconsensus · none
139
citations
venueno affunlabeled
Maps and Journeys: An Ethno-methodological Investigation
Barry Brown, Éric Laurier
2005· article· en· Cartographica The International Journal for Geographic Information and Geovisualization· Social Sciences
machine prediction:candidate · noneconsensus · none
130
citations
fundvenueno affunlabeled
Feminist geographies of new spatial media
Agnieszka Leszczynski, Sarah Elwood
2014· article· en· Canadian Geographies / Géographies canadiennes· Social Sciences
machine prediction:candidate · noneconsensus · none
128
citations
affno abstractunlabeled
The potential of Web-based GIS
Suzana Dragićević
2004· article· en· Journal of Geographical Systems· Social Sciences
machine prediction:candidate · noneconsensus · none
126
citations
affunlabeled
Big data, little history
Trevor J. Barnes
2013· article· en· Dialogues in Human Geography· Social Sciences
machine prediction:candidate · stsconsensus · none
122
citations
affunlabeled
Getting Started with Topic Modeling and MALLET
Shawn Graham, Scott Weingart, Ian Milligan
2012· article· en· The Programming Historian· Social Sciences
machine prediction:candidate · noneconsensus · none
117
citations
affvenueunlabeled
Full Circle: More than Just Social Implications of GIS
Nicholas Chrisman
2005· article· en· Cartographica The International Journal for Geographic Information and Geovisualization· Social Sciences
machine prediction:candidate · noneconsensus · none
112
citations
affunlabeled
Geography Markup Language
David Burggraf
2006· article· en· Data Science Journal· Social Sciences
machine prediction:candidate · noneconsensus · none
105
citations
afffundunlabeled
Ontology‐Based Metadata
Nadine Schuurman, Agnieszka Leszczynski
2006· article· en· Transactions in GIS· Social Sciences
machine prediction:candidate · noneconsensus · none
104
citations
affno abstractunlabeled
The Concept of Cybercartography
D. R. Fraser Taylor
2003· book-chapter· en· Elsevier eBooks· Social Sciences
machine prediction:candidate · noneconsensus · none
103
citations
afffundunlabeled
Review of Web Mapping: Eras, Trends and Directions
Bert Veenendaal, Maria Antonia Brovelli, Songnian Li
2017· article· en· ISPRS International Journal of Geo-Information· Social Sciences
machine prediction:candidate · noneconsensus · none
101
citations
venueno affunlabeled
Geographic Information Technologies and Personal Privacy
Marc P. Armstrong, Amy J. Ruggles
2005· article· en· Cartographica The International Journal for Geographic Information and Geovisualization· Social Sciences
machine prediction:candidate · noneconsensus · none
94
citations
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