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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.

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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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Journal of Communication Inquiry
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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.

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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.

30 results · 1 filter active ·
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20012025
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Machine labels · sparse coverage
Evidence
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
30 works in the cohort · of 4,299,418page 1 of 1

Labels cover 0 of 30 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 30 of 30 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.

afffundunlabeled
Creative Economy and Labor Precarity
Greig de Peuter
2011· article· en· Journal of Communication Inquiry· Social Sciences
machine prediction:candidate · noneconsensus · none
214
citations
affunlabeled
Open Sourcing Our Way to an Online Commons
Kate Milberry, Steve F. Anderson
2009· article· en· Journal of Communication Inquiry· Social Sciences
machine prediction:candidate · open_scienceconsensus · none
42
citations
affunlabeled
Confessions of a Radical Eclectic
Alison Hearn
2011· article· en· Journal of Communication Inquiry· Social Sciences
machine prediction:candidate · noneconsensus · none
24
citations
affunlabeled
Contradiction Sells
Sarah B. Crymble
2011· article· en· Journal of Communication Inquiry· Social Sciences
machine prediction:candidate · noneconsensus · none
20
citations
afffundunlabeled
Language put to Work
Enda Brophy
2011· article· en· Journal of Communication Inquiry· Social Sciences
machine prediction:candidate · noneconsensus · none
16
citations
afffundunlabeled
Consumers
Lee McGuigan
2012· article· en· Journal of Communication Inquiry· Social Sciences
machine prediction:candidate · noneconsensus · none
13
citations
affunlabeled
The Subjective Architects
Jennifer Pybus
2011· article· en· Journal of Communication Inquiry· Social Sciences
machine prediction:candidate · noneconsensus · none
7
citations
affunlabeled
Religion in the Afrosphere
Alexandra Boutros
2015· article· en· Journal of Communication Inquiry· Arts and Humanities
machine prediction:candidate · noneconsensus · none
7
citations
aboutno affunlabeled
Potential for and Challenges to Resilience
Celeste González de Bustamante, Jeannine E. Relly
2025· article· en· Journal of Communication Inquiry· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations

How this was built: Screen · Findings · About