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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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International Student and Expatriate Challenges
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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.

1,399 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.
1,399 works in the cohort · of 4,299,418page 21 of 28

Labels cover 6 of 1,399 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 1,399 of 1,399 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
Culture Shock Experiences: A Case Study of a Canadian in Vietnam
Ngoc Gia Han Nguyen, Thi Hong Van Le
2023· book-chapter· en· Advances in Social Science, Education and Humanities Research/Advances in social science, education and humanities research· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Teaching Legacies of the Carlisle Indian School
2022· article· en· DigitalCommons - CalPoly (California State Polytechnic University)· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Study Abroad Fair
AJ Schmalenberger
2011· article· UND Scholarly Commons (University of North Dakota)· Social Sciences
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Enjeux et défis de l’adaptation, de l’intégration et de la réussite scolaire des étudiants internationaux dans les cégeps et les collèges francophones du Canada: Les cas du Nouveau-Brunswick, de l’Île-du-Prince-Édouard, de la Gaspésie et des Îles-de-la-Madeleine
Benjamin Gallais, Nadège Bikie Bi Nguema, Sarah Jane Parent, Alex Turcotte, Alexandre Roy
2020· article· fr· Bibliothèque et Archives nationales du Québec (Québec government)· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Messages from Cape Town
2018· article· en· DigitalCommons@Linfield (Linfield College)· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations

How this was built: Screen · Findings · About