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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
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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.

1,149 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.
1,149 works in the cohort · of 4,299,418page 15 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.

affaboutunlabeled
The Future of Work
2021· article· en· The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)· Social Sciences
distilled prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Learning (Through) Consumption
Kaela Jubas
2013· book-chapter· en· SensePublishers eBooks· Social Sciences
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Self-Employment Stories
2021· other· en· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
Concepts of Digital Labour: Schelling's Naturphilosophie
Kevin Michael Mitchell
2014· article· en· tripleC Communication Capitalism & Critique Open Access Journal for a Global Sustainable Information Society· Social Sciences
distilled prediction:candidate · sts+scholarly_communicationconsensus · scholarly_communication
0
citations
affno abstractunlabeled
Lateral Care as Entrepreneurial Solidarity
Adrian Petterson, Isabella Jaimes Rodríguez, Olivia Doggett
2025· book-chapter· en· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
Work in the Era of Digital Platforms
Denise Celentano
2025· book-chapter· en· Oxford University Press eBooks· Social Sciences
distilled prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
States and platform capitalisms: A conversation
Hatim El-Hibri, Joe F. Khalil, Marc Steinberg, Lin Zhang, Rahul Mukherjee
2025· article· en· Platforms & Society· Social Sciences
distilled prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Preface: Induction of labour in contemporary practice - I
Rohan D’Souza
2021· editorial· en· Best Practice & Research Clinical Obstetrics & Gynaecology· Social Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+research_integrityconsensus · metaresearch+research_integrity
0
citations
affno abstractunlabeled
Flexi-security at Work
Alex C. Michalos
2014· book-chapter· en· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
The Gendering of Computer Work
Ellen Balka, Ina Wagner, Anne Weibert, Volker Wulf
2024· book-chapter· en· Cambridge University Press eBooks· Social Sciences
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
When Platforms Go Public, Standards Drop
Guillaume Lapierre-Berger, Maxime C. Cohen, Juan Camilo Serpa
2024· article· en· Production and Operations Management· Social Sciences
distilled prediction:candidate · noneconsensus · none
0
citations
venueno affunlabeled
Platform Exploitation of Merchants
Wing Yee Yau
2025· article· The iJournal Student Journal of the Faculty of Information· Social Sciences
distilled prediction:candidate · noneconsensus · none
0
citations

How this was built: Screen · Findings · About