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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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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
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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.

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. 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
Party Prediction for Twitter
Kellin Pelrine, Anne Imouza, Zachary Yang, Jacob-Junqi Tian, Sacha Lévy, Gabrielle Desrosiers-Brisebois +5 more
2024· article· en· Proceedings of the International AAAI Conference on Web and Social Media· Computer Science
machine prediction:candidate · noneconsensus · none
2
citations
affunlabeled
Culturally Customizing International Web Sites
Mahmud Akhter Shareef, Yogesh K. Dwivedi, Michael D. Williams, Nitish Singh
2010· book-chapter· en· IGI Global eBooks· Computer Science
machine prediction:candidate · noneconsensus · none
2
citations
affunlabeled
Nonverbal Communication and Culture
Han Z. Li
2015· other· en· The International Encyclopedia of Communication· Computer Science
machine prediction:candidate · noneconsensus · none
2
citations
affunlabeled
Emotions on Facebook
Luceli Karina Ponce, Benoît Cordelier
2015· article· en· Computer Science
machine prediction:candidate · noneconsensus · none
2
citations
affunlabeled
Emoji in Higher Education
Omonpee W. Petcoff, Janice C. Palaganas, Marcel Danesi
2024· book· en· Cambridge University Press eBooks· Computer Science
machine prediction:candidate · noneconsensus · none
1
citations
affunlabeled
Communication, Information, and Pragmatics
Adriana Braga, Robert K. Logan
2017· book-chapter· en· IGI Global eBooks· Computer Science
machine prediction:candidate · noneconsensus · none
1
citations
afffundunlabeled
Reactionary speech in the digital age
Jason Hannan, Matthew McManus
2025· article· en· Explorations in Media Ecology· Computer Science
machine prediction:candidate · noneconsensus · none
1
citations
venueno affunlabeled
Cross-Gender Differences on Netspeak
Wang Huaxue, JI Dechang
2014· article· en· Canadian social science· Computer Science
machine prediction:candidate · noneconsensus · none
1
citations
fundno affunlabeled
I 👍 your Hate: Emojis as Infrastructural Platform Violence on Telegram
Esteban Morales, Jaigris Hodson, Anatoliy Gruzd
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
machine prediction:candidate · noneconsensus · none
1
citations
venueno affunlabeled
The Use of EMOJIS in Online Human Sex Trafficking Ads
Jessica Whitney, Aaron Elkins, Murray E. Jennex, Eric Frost
2023· article· en· Journal of Knowledge Management and Practice· Computer Science
machine prediction:candidate · noneconsensus · none
1
citations

How this was built: Screen · Findings · About