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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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Cross-Border Cooperation and Integration
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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.

655 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.
655 works in the cohort · of 4,299,418page 1 of 14

Labels cover 0 of 655 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 655 of 655 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.

venueno affunlabeled
III European perspectives on borderlands
Henk van Houtum
2000· article· en· Journal of Borderlands Studies· Social Sciences
machine prediction:candidate · noneconsensus · none
141
citations
afffundvenueaboutunlabeled
Toward a Theory of Borders in Motion
Victor Konrad
2015· article· en· Journal of Borderlands Studies· Social Sciences
machine prediction:candidate · noneconsensus · none
132
citations
venueno affunlabeled
A border regions typology in the enlarged European Union
Lefteris Topaloglou, Dimitris Kallioras, Panos Manetos, George Petrakos
2005· article· en· Journal of Borderlands Studies· Social Sciences
machine prediction:candidate · noneconsensus · none
104
citations
aboutno affunlabeled
Borders, Fences and Walls
Elisabeth Vallet
2016· book· en· Social Sciences
machine prediction:candidate · noneconsensus · none
75
citations
afffundunlabeled
Cross-border cooperation: a global overview
Emmanuel Brunet‐Jailly
2022· article· en· Alternatives Global Local Political· Social Sciences
machine prediction:candidate · noneconsensus · none
57
citations
aboutno affunlabeled
Planning Canadian Regions
Gerald Hodge, Ira M. Robinson
2007· book· en· University of British Columbia Press eBooks· Social Sciences
machine prediction:candidate · noneconsensus · none
49
citations
afffundvenueunlabeled
Determinants of Cross-Border Cooperation
Todd Hataley, Christian Leuprecht
2018· article· en· Journal of Borderlands Studies· Social Sciences
machine prediction:candidate · noneconsensus · none
46
citations
aboutno affunlabeled
Bridging National Borders in North America
Benjamin Johnson, Andrew R. Graybill, Gilbert M. Joseph, Emily S. Rosenberg
2010· book· en· Social Sciences
machine prediction:candidate · noneconsensus · none
44
citations
affvenueunlabeled
Suburban Governance: A Global View
Andrew Sancton
2019· article· en· Canadian journal of urban research· Social Sciences
machine prediction:candidate · noneconsensus · none
32
citations
affno abstractunlabeled
Paradiplomacy
Stéphane Paquin
2019· book-chapter· en· Social Sciences
machine prediction:candidate · noneconsensus · none
31
citations
aboutno affunlabeled
The Proximity Puzzle in Cross-Border Regions
Francesco Cappellano, Teemu Makkonen
2020· article· en· Planning Practice and Research· Social Sciences
machine prediction:candidate · noneconsensus · none
27
citations
venueno affunlabeled
The Determinants of Open and Closed Borders
Charles R. Boehmer, Sergio Peña
2012· article· en· Journal of Borderlands Studies· Social Sciences
machine prediction:candidate · noneconsensus · none
23
citations
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