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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 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 10 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.

affunlabeled
Transhumanizing HR
Eleazar Anthony Noel
2024· book-chapter· en· Advances in human resources management and organizational development book series· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
2
citations
affunlabeled
E-textiles: Power and resistance
L. M. Wilkins
2020· article· en· Virtual Creativity· Social Sciences
distilled prediction:candidate · noneconsensus · none
2
citations
affno abstractunlabeled
Digitalisation and the Economy
Luca Dedola, Michael Ehrmann, Peter Hoffmann, Ana Lamo, Gonzalo Paz-Pardo, Jiří Slačálek +1 more
2023· article· en· SSRN Electronic Journal· Social Sciences
distilled prediction:candidate · noneconsensus · none
2
citations
venueno affunlabeled
Marx, Automation and the Future of Work
Arif Kosar
2024· article· en· Global Labour Journal· Social Sciences
distilled prediction:candidate · noneconsensus · none
2
citations
affno abstractunlabeled
Self-Employment
Susan A. McDaniel
2006· article· en· International Sociology· Social Sciences
distilled prediction:candidate · noneconsensus · none
2
citations
aboutno affunlabeled
Work on through the storm
Nelli Kambouri, Neil H. Spencer, Tracy Walsh
2023· article· en· Work Organisation Labour & Globalisation· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
2
citations
affno abstractunlabeled
Informal Organization
Reda Alhajj, Jon Rokne
2018· book-chapter· en· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
1
citations
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
affunlabeled
Introduction: platform labor and health
Rafael Grohmann, Kruskaya Hidalgo Cordero, Noopur Raval
2022· article· pt· Reciis· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
1
citations
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How this was built: Screen · Findings · About