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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.

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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 9 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.

fundno affunlabeled
Fairness in Algorithmic Management: Bringing Platform-Workers into the Fold
Nura Jabagi, Anne‐Marie Croteau, Luc K. Audebrand, Josianne Marsan
2024· article· en· Proceedings of the ... Annual Hawaii International Conference on System Sciences/Proceedings of the Annual Hawaii International Conference on System Sciences· Social Sciences
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+open_scienceconsensus · sts
3
citations
venueno affno abstractunlabeled
Who is the "smart worker"? Who should she be?
Phoebe Moore
2020· article· en· Global Labour Journal· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · 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
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
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