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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 Economy and Work Transformation
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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.

1,149 results · 1 filter active ·
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20002025
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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.
1,149 works in the cohort · of 4,299,418page 11 of 23

Labels cover 1 of 1,149 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 1,149 of 1,149 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
An innovative framework to advance workplace equity
Alejandra Trejo, Kathleen Christensen, Marcie Pitt‐Catsouphes
2024· article· en· Business Horizons· Social Sciences
distilled prediction:candidate · noneconsensus · none
1
citations
affvenueunlabeled
Spatial Labour Control
Tommy Wu
2024· article· en· Labour / Le Travail· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
1
citations
affunlabeled
Online Work
Valerio De Stefano
2024· book-chapter· en· Oxford University Press eBooks· Social Sciences
distilled prediction:candidate · noneconsensus · none
1
citations
fundno affno abstractunlabeled
New Technologies, Migration and the Future of Work
Félicitas Hillmann
2022· article· en· Glocalism Journal of Culture Politics and Innovation· Social Sciences
distilled prediction:candidate · noneconsensus · none
1
citations
venueno affunlabeled
L'obligation de civilité du salarié
Claude D’Aoust, Sylvain Saint-Jean, Gilles Trudeau
2005· article· fr· Relations industrielles· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
1
citations
affaboutunlabeled
Changing Models of Work in the Digital Platform Economy
Greetje Frankje Corporaal, Hudson Sessions, Sirkka L. Järvenpää, Natalia Levina, Susan J. Ashford, Brianna Barker Caza +10 more
2019· article· en· Academy of Management Proceedings· Social Sciences
distilled prediction:candidate · noneconsensus · none
1
citations
affunlabeled
New Communication Technologies
Tamara Amoroso Gonçalves, Daniela Rosendo
2016· book-chapter· en· Advances in human and social aspects of technology book series· Social Sciences
distilled prediction:candidate · stsconsensus · none
1
citations
aboutno affunlabeled
The Future of Work is Ours
Marc Hollin
2018· article· en· International Union Rights· Social Sciences
distilled prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
Workplace Automation and Corporate Innovation
Shiu‐Yik Au, Gunchang Kim, Andréanne Tremblay
2024· article· en· SSRN Electronic Journal· Social Sciences
distilled prediction:candidate · noneconsensus · none
1
citations

How this was built: Screen · Findings · About