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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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Media Studies and Communication
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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
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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.

1,390 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.
1,390 works in the cohort · of 4,299,418page 1 of 28

Labels cover 4 of 1,390 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 1,390 of 1,390 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

aboutno affunlabeled
SHARE, LIKE, RECOMMEND
2012· article· en· Journalism Studies· Social Sciences
distilled prediction:candidate · stsconsensus · none
570
citations
fundno affunlabeled
THE JOURNALISTIC GUT FEELING
2007· article· en· Journalism Practice· Social Sciences
distilled prediction:candidate · metaresearch+stsconsensus · none
465
citations
affunlabeled
Framing the Fight
2001· article· en· American Behavioral Scientist· Social Sciences
distilled prediction:candidate · stsconsensus · none
148
citations
affno abstractunlabeled
Why humans value sensational news
2003· article· en· Evolution and Human Behavior· Social Sciences
distilled prediction:candidate · stsconsensus · none
131
citations
affunlabeled
Reckoning
2020· book· en· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
126
citations
affunlabeled
Waiting for Data Journalism
2014· article· en· Digital Journalism· Social Sciences
distilled prediction:candidate · noneconsensus · none
122
citations
affaboutunlabeled
News by Numbers
2018· article· en· Digital Journalism· Social Sciences
distilled prediction:candidate · noneconsensus · none
77
citations
affunlabeled
Editorials and the Power of Media
2010· book· en· Discourse approaches to politics, society and culture· Social Sciences
distilled prediction:candidate · stsconsensus · none
73
citations
aboutno affunlabeled
The Media Gaze
2011· book· en· University of British Columbia Press eBooks· Social Sciences
distilled prediction:candidate · stsconsensus · none
68
citations
aboutno affunlabeled
Media Localism
2017· book· en· University of Illinois Press eBooks· Social Sciences
distilled prediction:candidate · noneconsensus · none
65
citations
aboutno affunlabeled
Something New in the Air
2005· book· en· McGill-Queen's University Press eBooks· Social Sciences
distilled prediction:candidate · stsconsensus · none
63
citations
aboutno affunlabeled
Eyes Everywhere
2013· book· en· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
50
citations
aboutno affunlabeled
Is There a European Public Sphere?
2006· article· en· European Journal of Communication· Social Sciences
distilled prediction:candidate · noneconsensus · none
48
citations

How this was built: Screen · Findings · About