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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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Journal of Digital Social Research
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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.

23 results · 1 filter active ·
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20202025
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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.
23 works in the cohort · of 4,299,418page 1 of 1

Labels cover 0 of 23 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 23 of 23 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.

affunlabeled
(Un)stable diffusions
Fenwick McKelvey, Joanna Redden, Jonathan Roberge, Luke Stark
2024· article· en· Journal of Digital Social Research· Social Sciences
machine prediction:candidate · stsconsensus · none
6
citations
affunlabeled
AI policymaking as drama
Alison Powell, Fenwick McKelvey
2024· article· en· Journal of Digital Social Research· Social Sciences
machine prediction:candidate · stsconsensus · none
5
citations
affunlabeled
Blockchain Scenes: A Research Agenda
Nathalie Casemajor, Will Straw
2023· article· en· Journal of Digital Social Research· Computer Science
machine prediction:candidate · noneconsensus · none
5
citations
affunlabeled
#Winemom culture
Vange Holtz-Schramek
2024· article· en· Journal of Digital Social Research· Social Sciences
machine prediction:candidate · noneconsensus · none
2
citations
affunlabeled
Getting democracy wrong
Gwendolyn Blue, Mél Hogan
2024· article· en· Journal of Digital Social Research· Social Sciences
machine prediction:candidate · stsconsensus · none
1
citations
afffundunlabeled
X-gram and/as techsposure
Crystal Chokshi
2024· article· en· Journal of Digital Social Research· Computer Science
machine prediction:candidate · noneconsensus · none
1
citations
affaboutunlabeled
Using Buddhist skillful means
Xiao Han
2025· article· en· Journal of Digital Social Research· Arts and Humanities
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Autocompleting inequality
Mike Zajko
2025· article· en· Journal of Digital Social Research· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affaboutunlabeled
A First Glance at the NFT Quebec Gaming Scene
Régis Barondeau, Axel Guitton, Shima Masoumi, Pablo Campos
2023· article· en· Journal of Digital Social Research· Arts and Humanities
machine prediction:candidate · noneconsensus · none
0
citations

How this was built: Screen · Findings · About