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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
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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
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 27 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.

aboutno affunlabeled
Canada VMap1, Library 16: Disposal Areas
2016· other· en· The Faculty Digital Archive (New York University)· Social Sciences
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Canada VMap1, Library 16: Telephone Lines
2016· other· en· The Faculty Digital Archive (New York University)· Social Sciences
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Canada VMap1, Library 16: Rapids Lines
2016· other· en· The Faculty Digital Archive (New York University)· Social Sciences
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Victoria South CCD
2000· other· en· The Portal to Texas History (University of North Texas)· Social Sciences
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Canada VMap1, Library 18: Ground Area
2016· other· en· The Faculty Digital Archive (New York University)· Social Sciences
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Canada VMap1, Library 16: Railroad Lines
2016· other· en· The Faculty Digital Archive (New York University)· Social Sciences
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Editorial matters
Adam Tickell
2005· article· en· Transactions of the Institute of British Geographers· Social Sciences
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
venueno affunlabeled
Reviews of Books & Atlases
2012· article· en· Cartographica The International Journal for Geographic Information and Geovisualization· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Geographic Information Systems
Daniel A. Griffith
2015· other· en· Wiley StatsRef: Statistics Reference Online· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affaboutunlabeled
Georeferencing in QGIS 2.0
Jim Clifford, Josh MacFadyen, Daniel Macfarlane
2013· article· en· DOAJ (DOAJ: Directory of Open Access Journals)· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
FOSS4G 2010, un successo annunciato
GFOSS.it GFOSS.it
2010· article· en· DOAJ (DOAJ: Directory of Open Access Journals)· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Web Map Servers Data Formats
Yurai Núñez-Rodríguez
2009· book-chapter· en· IGI Global eBooks· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
The virtual realities of hydro-meteorological extremes
Louise Arnal, Maria‐Helena Ramos, Florian Pappenberger, Bart van den Hurk, Micha Werner, Linus Magnusson +1 more
2021· article· en· HAL (Le Centre pour la Communication Scientifique Directe)· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Mapping dynamic, non-Euclidean spaces
Nick Lally, Luke Bergmann
2019· article· en· Abstracts of the ICA· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
A Literature Review on Computer Cartography
Anik Shuvra Daw
2017· review· en· International Journal for Empirical Education and Research· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
afffundunlabeled
Rakaia: interactive discovery of spatial biology at scale
Matthew Watson, Golnaz Abazari, Edward L.Y. Chen, Tiak Ju Tan, Jennifer L. Gorman, Caroline Diorio +3 more
2025· preprint· en· bioRxiv (Cold Spring Harbor Laboratory)· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
map_data.Rds
Lucas Leemann, Leonardo Baccini
2020· dataset· en· Harvard Dataverse· Social Sciences
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
Fuzzy Classification and Reasoning
Suzana Dragićević
2017· other· en· International Encyclopedia of Geography· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
venueno affunlabeled
A method for updating variable radius plot surveys
Bryce Frank, Francisco Mauro, Constance A. Harrington, Kevin R. Ford
2024· article· en· Canadian Journal of Forest Research· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations

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