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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.

affaffiliation
fundfunder
venuejournal
aboutaboutness

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 14 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.

affunlabeled
Staffing for Success
Brett Perozzi, Tricia A. Seifert, Mary Ann Bodine Al‐Sharif
2016· article· en· New Directions for Higher Education· Social Sciences
machine prediction:candidate · noneconsensus · none
2
citations
affunlabeled
Making Sense of Nonsense in Hong Kong
Perley-Ann Friedman
2007· article· en· Carleton University's Institutional Repository (MacOdrum Library, Carleton University)· Social Sciences
machine prediction:candidate · noneconsensus · none
2
citations
affvenueaboutunlabeled
On the Periphery
Timothy J. E. Neufeld, Christine Doe
2025· article· en· TESL Canada Journal· Social Sciences
machine prediction:candidate · noneconsensus · none
2
citations
aboutno affunlabeled
A Survey of expatriate teachers in Kuwait
2011· dissertation· en· Knowledge Commons (Lakehead University)· Social Sciences
machine prediction:candidate · noneconsensus · none
2
citations
affaboutunlabeled
“Lock Us in a Room Together”
Vander Tavares
2022· article· en· Journal of Comparative & International Higher Education· Social Sciences
machine prediction:candidate · noneconsensus · none
2
citations
affno abstractunlabeled
Managing Global Workforce and International Managers
Adebowale Akande, Vito Bobek, Leonard Doohan, Mark Goodman, David C. Coker, Filippo Ferrari +5 more
2025· book-chapter· en· Diversity and inclusion research· Social Sciences
machine prediction:candidate · noneconsensus · none
2
citations
aboutno affunlabeled
Study abroad pathways
Tanveen Kaur, Anjali Mehra
2024· article· en· Journal of International Students· Social Sciences
machine prediction:candidate · noneconsensus · none
2
citations

How this was built: Screen · Findings · About