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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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Labor market dynamics and wage inequality
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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.

1,631 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.
1,631 works in the cohort · of 4,299,418page 28 of 33

Labels cover 1 of 1,631 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 1,631 of 1,631 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.

aboutno affunlabeled
Does adult training benefit Canadian workers
Wen Ci, José Galdo, Marcel Voia, Christopher Worswick
2013· preprint· en· RePEc: Research Papers in Economics· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
0
citations
affaboutunlabeled
Organizational Practices and Labor Market Inequality
Tiantian Yang, Damon J. Phillips, Santiago Campero Molina, Elena Obukhova, Sharon Koppman, Brandy Aven +1 more
2025· article· en· Academy of Management Proceedings· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Working while studying: Employment premium or penalty for youth?
Sènakpon Fidèle Ange Dedehouanou, Luca Tiberti, Gbodja Hilaire Houeninvo, Djohodo Inès Monwanou
2021· article· en· Journal of International Development· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Voluntary work and wages
Bruna Bruno, Damiano Fiorillo
2014· preprint· en· Econstor (Econstor)· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
BiAPoL/napari-crop: 0.1.6
2022· other· en· Zenodo (CERN European Organization for Nuclear Research)· Economics, Econometrics and Finance
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
Market Reforms in the Time of Imbalance
Matteo Cacciatore, Romain Duval, Giuseppe Fiori, Fabio Ghironi
2016· article· en· RePEc: Research Papers in Economics· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Do Earnings Subsidies Affect Job Choice
Helen Connolly, Peter Gottschalk
2004· preprint· en· RePEc: Research Papers in Economics· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Wage Posting Without Full Commitment
Matthew Doyle, Jacob Wong
2008· preprint· en· RePEc: Research Papers in Economics· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Shocking Aspects of Canadian Labour Markets
Tamim Bayoumi, Bennett Sutton, Andrew Swiston
2006· preprint· en· RePEc: Research Papers in Economics· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Manufacturing
2009· article· en· Economics, Econometrics and Finance
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
Worker Search Effort as an Amplification Mechanism
Paul Gomme, Damba Lkhagvasuren
2015· preprint· en· RePEc: Research Papers in Economics· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Changing Labor Markets Including Job Mobility
David Marsden
2015· other· en· Wiley Encyclopedia of Management· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Constructing an Enhanced Unemployment Model in Canada, Using ARDL
Halimahton Borhan, Azhana Othman, Geetha Subramaniam, Rozita Naina Mohamed, Abdul Rahim Ridzuan
2025· article· en· SMART Journal of Business Management Studies· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
0
citations
venueno affunlabeled
Labour Earnings Identity
A. F. McKee
2005· article· en· Relations industrielles· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
0
citations

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