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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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Digital Communication and Language
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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.

490 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.
490 works in the cohort · of 4,299,418page 5 of 10

Labels cover 2 of 490 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 490 of 490 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

afffundunlabeled
Party Prediction for Twitter
2024· article· en· Proceedings of the International AAAI Conference on Web and Social Media· Computer Science
distilled prediction:candidate · noneconsensus · none
2
citations
affunlabeled
Nonverbal Communication and Culture
2015· other· en· The International Encyclopedia of Communication· Computer Science
distilled prediction:candidate · open_scienceconsensus · none
2
citations
affunlabeled
Emotions on Facebook
2015· article· en· Computer Science
distilled prediction:candidate · insufficient_payloadconsensus · none
2
citations
affunlabeled
Emoji in Higher Education
2024· book· en· Cambridge University Press eBooks· Computer Science
distilled prediction:candidate · noneconsensus · none
1
citations
afffundunlabeled
Reactionary speech in the digital age
2025· article· en· Explorations in Media Ecology· Computer Science
distilled prediction:candidate · noneconsensus · none
1
citations
venueno affunlabeled
Cross-Gender Differences on Netspeak
2014· article· en· Canadian social science· Computer Science
distilled prediction:candidate · noneconsensus · none
1
citations
fundno affunlabeled
I 👍 your Hate: Emojis as Infrastructural Platform Violence on Telegram
2025· article· en· Proceedings of the ... Annual Hawaii International Conference on System Sciences/Proceedings of the Annual Hawaii International Conference on System Sciences· Computer Science
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+open_scienceconsensus · none
1
citations
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How this was built: Screen · Findings · About