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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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Social Media and Politics
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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.

2,257 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.
2,257 works in the cohort · of 4,299,418page 14 of 46

Labels cover 12 of 2,257 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 2,257 of 2,257 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.

afffundaboutunlabeled
Journalistic Labour and Technological Fetishism
Edward A. Comor, James Compton
2015· article· en· Scholarship@Western (Western University)· Social Sciences
machine prediction:candidate · stsconsensus · none
10
citations
afffundunlabeled
Deliberation and Ethnicity
Erik Schneiderhan, Shamus Khan, Jennifer Elrick
2014· article· en· Sociological Forum· Social Sciences
machine prediction:candidate · noneconsensus · none
10
citations
venueno affunlabeled
News coverage of social protests in global society
Yongjun Zhang, Sienna Thorgusen, Xinguang Fan
2022· article· en· International Journal of Comparative Sociology· Social Sciences
machine prediction:candidate · noneconsensus · none
10
citations
affunlabeled
Deliberation in Sociology
Erik Schneiderhan, Shamus Khan
2018· reference-entry· en· Oxford University Press eBooks· Social Sciences
machine prediction:candidate · noneconsensus · none
9
citations
affunlabeled
Beyond Digital Citizenship
Lynn Mitchell
2016· article· en· Middle Grades Review· Social Sciences
machine prediction:candidate · noneconsensus · none
9
citations
aboutno affunlabeled
Communication Technology
Darin Barney
2007· book· en· University of British Columbia Press eBooks· Social Sciences
machine prediction:candidate · noneconsensus · none
9
citations
affunlabeled
New Media and the Question of African Democracy
Aziz Douai, Anthony A. Olorunnisola
2013· book-chapter· en· Advances in human and social aspects of technology book series· Social Sciences
machine prediction:candidate · noneconsensus · none
9
citations

How this was built: Screen · Findings · About