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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 22 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.

affaboutno abstractunlabeled
Social Media and Political Engagement in Canada
Elizabeth Dubois, Anatoliy Gruzd, Jenna Jacobson
2018· article· en· SSRN Electronic Journal· Social Sciences
machine prediction:candidate · noneconsensus · none
3
citations
affunlabeled
Shaping Digital Democracy in the United States
Rachel Baarda, Rocci Luppicini
2014· book-chapter· en· Advances in human and social aspects of technology book series· Social Sciences
machine prediction:candidate · noneconsensus · none
3
citations
afffundunlabeled
Digital sociology and information science research
Devon Greyson, Anabel Quan‐Haase, Nicole A. Cooke, Adam Worrall
2016· article· en· Proceedings of the Association for Information Science and Technology· Social Sciences
machine prediction:candidate · noneconsensus · none
3
citations
affaboutunlabeled
El hogar en red
Tracy Kennedy, Barry Wellman
2008· article· es· Redes Revista hispana para el análisis de redes sociales· Social Sciences
machine prediction:candidate · noneconsensus · none
3
citations
aboutno affunlabeled
The News Sharing Gap
Diógenes Lycarião, Ana Beatriz Leite
2021· article· pt· Brazilian Journalism Research· Social Sciences
machine prediction:candidate · noneconsensus · none
3
citations
venueno affunlabeled
Digital Justice
Suguna Chundur
2020· article· en· The Journal of Community Informatics· Social Sciences
machine prediction:candidate · noneconsensus · none
3
citations
affaboutunlabeled
Digital Media, Civic Literacy, and Civic Engagement
J. R. Lacharite
2017· book-chapter· en· Advances in electronic government, digital divide, and regional development book series· Social Sciences
machine prediction:candidate · noneconsensus · none
3
citations
affunlabeled
THE CONTENTIOUS INTERNET
Barry Wellman
2010· article· en· Information Communication & Society· Social Sciences
machine prediction:candidate · insufficient_payloadconsensus · none
3
citations
affvenueaboutunlabeled
Campaign-Specific Information and Media Effects
Jean‐François Daoust, Katherine V.R. Sullivan
2017· article· en· Canadian Journal of Communication· Social Sciences
machine prediction:candidate · noneconsensus · none
3
citations

How this was built: Screen · Findings · About