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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
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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.

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 2 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.

fundno affno abstractunlabeled
How social media shapes polarization
Jay Joseph Van Bavel, Steve Rathje, Elizabeth Harris, Claire Robertson, Anni Sternisko
2021· review· en· Trends in Cognitive Sciences· Social Sciences
machine prediction:candidate · noneconsensus · none
177
citations
aboutno affunlabeled
The marketing of political marketing
Nicholas O’Shaughnessy
2001· article· en· European Journal of Marketing· Social Sciences
machine prediction:candidate · noneconsensus · none
175
citations
affunlabeled
Publics and Politics
Francis Cody
2010· article· en· Annual Review of Anthropology· Social Sciences
machine prediction:candidate · noneconsensus · none
163
citations
affunlabeled
Political consumerism: A meta-analysis
Lauren Copeland, Shelley Boulianne
2020· article· en· International Political Science Review· Social Sciences
machine prediction:candidate · noneconsensus · none
160
citations
affunlabeled
Netting Scholars
Emmanuel Koku, Nancy Nazer, Barry Wellman
2001· article· en· American Behavioral Scientist· Social Sciences
machine prediction:candidate · noneconsensus · none
157
citations
affunlabeled
Deliberative Democracy
André Bächtiger, John S. Dryzek, Jane Mansbridge, Mark E. Warren
2018· reference-entry· en· Oxford University Press eBooks· Social Sciences
machine prediction:candidate · noneconsensus · none
134
citations
fundno affunlabeled
Data Politics
Didier Bigo, Engin F. Isin, Evelyn Ruppert
2019· book· en· Social Sciences
machine prediction:candidate · noneconsensus · none
132
citations
affunlabeled
Sources in the News
Rodney Tiffen, Paul K. Jones, David Rowe, Toril Aalberg, Sharon Coen, James Curran +6 more
2013· article· en· Journalism Studies· Social Sciences
machine prediction:candidate · noneconsensus · none
125
citations
affunlabeled
Cyberhate: the globalization of hate
Barbara Perry, Patrik Olsson
2009· article· en· Information & Communications Technology Law· Social Sciences
machine prediction:candidate · noneconsensus · none
119
citations
affunlabeled
The participatory democracy turn: an introduction
Laurence Bhérer, Pascale Dufour, Françoise Montambeault
2016· article· en· Journal of Civil Society· Social Sciences
machine prediction:candidate · noneconsensus · none
106
citations
aboutno affunlabeled
Introduction
Caroline Haythornthwaite
2001· article· en· American Behavioral Scientist· Social Sciences
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
105
citations
afffundunlabeled
Incivility Is Rising Among American Politicians on Twitter
Jeremy A. Frimer, Harinder Aujla, Matthew Feinberg, Linda J. Skitka, Karl Aquino, Johannes C. Eichstaedt +1 more
2022· article· en· Social Psychological and Personality Science· Social Sciences
machine prediction:candidate · noneconsensus · none
103
citations
affunlabeled
Deliberative Mini-Publics: Core Design Features
David M. Farrell, Nicole Curato, John S. Dryzek, Brigitte Geißel, Kimmo Grönlund, Sofie Mariën +6 more
2021· book· en· Lirias (KU Leuven)· Social Sciences
machine prediction:candidate · noneconsensus · none
102
citations

How this was built: Screen · Findings · About