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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 2 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 teacher distillation outputs. Candidate is the union; consensus is the intersection.

aboutno affunlabeled
The Ins and Outs of UK Unemployment
Jennifer C. Smith
2011· article· en· The Economic Journal· Economics, Econometrics and Finance
distilled prediction:candidate · noneconsensus · none
105
citations
affaboutunlabeled
The Impact of Training on Innovation
Benoît Dostie
2017· article· en· Industrial and Labor Relations Review· Economics, Econometrics and Finance
distilled prediction:candidate · noneconsensus · none
104
citations
affvenueaboutunlabeled
Canadian Inequality: Recent Developments and Policy Options
Nicole M. Fortin, David A. Green, Thomas Lemieux, Kevin Milligan, W. Craig Riddell
2012· article· en· Canadian Public Policy· Economics, Econometrics and Finance
distilled prediction:candidate · metaepi_narrowconsensus · none
102
citations
affunlabeled
Multidimensional Skill Mismatch
Fatih Guvenen, Burhan Kuruscu, Satoshi Tanaka, David Wiczer
2020· article· en· American Economic Journal Macroeconomics· Economics, Econometrics and Finance
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
102
citations
aboutno affunlabeled
Wage Structure and Firm Productivity in Belgium
Thierry Lallemand, Robert Plasman, François Rycx
2009· book-chapter· en· Economics, Econometrics and Finance
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
101
citations
affunlabeled
DIRECTED SEARCH ON THE JOB AND THE WAGE LADDER*
Alain Delacroix, Shouyong Shi
2006· article· en· International Economic Review· Economics, Econometrics and Finance
distilled prediction:candidate · insufficient_payloadconsensus · none
100
citations
affunlabeled
Gender Wage Gaps in Post‐Reform Rural China
Scott Rozelle, Xiao‐yuan Dong, Linxiu Zhang, Andrew Mason
2002· article· en· Pacific Economic Review· Economics, Econometrics and Finance
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
97
citations
affvenueaboutunlabeled
Canadian Inequality: Recent Developments and Policy Options
Nicole M. Fortin, David A. Green, Thomas Lemieux, Kevin Milligan, W. Craig Riddell
2012· article· en· Canadian Public Policy· Economics, Econometrics and Finance
distilled prediction:candidate · metaepi_narrowconsensus · none
94
citations
affvenueaboutunlabeled
Occupations, fields of study and returns to education
Thomas Lemieux
2014· article· en· Canadian Journal of Economics/Revue canadienne d économique· Economics, Econometrics and Finance
distilled prediction:candidate · noneconsensus · none
92
citations
venueno affunlabeled
Do Fields of Study Matter for Over-education?
Luís Ortiz, Aleksander Kucel
2008· article· en· International Journal of Comparative Sociology· Economics, Econometrics and Finance
distilled prediction:candidate · noneconsensus · none
90
citations
affunlabeled
The Declining Fortunes of the Young Since 2000
Paul Beaudry, David A. Green, Benjamin Sand
2014· article· en· American Economic Review· Economics, Econometrics and Finance
distilled prediction:candidate · noneconsensus · none
90
citations
afffundno abstractunlabeled
The dynamics of disappearing routine jobs: A flows approach
Guido Matías Cortés, Nir Jaimovich, Christopher J. Nekarda, Henry Siu
2020· article· en· Labour Economics· Economics, Econometrics and Finance
distilled prediction:candidate · noneconsensus · none
87
citations
affunlabeled
Corporate Demography and Income Inequality
Jesper B. Sørensen, Olav Sorenson
2007· article· en· American Sociological Review· Economics, Econometrics and Finance
distilled prediction:candidate · noneconsensus · none
87
citations
affaboutunlabeled
Pay Transparency and the Gender Gap
Michael Baker, Yosh Halberstam, Kory Kroft, Alexandre Mas, Derek Messacar
2019· preprint· en· National Bureau of Economic Research· Economics, Econometrics and Finance
distilled prediction:candidate · noneconsensus · none
83
citations
affunlabeled
Do we want less automation?
Ajay Agrawal, Joshua S. Gans, Avi Goldfarb
2023· article· en· Science· Economics, Econometrics and Finance
distilled prediction:candidate · insufficient_payloadconsensus · none
81
citations
affaboutunlabeled
Are Good Jobs Disappearing in Canada
René Morissette, Anick Johnson
2005· article· en· SSRN Electronic Journal· Economics, Econometrics and Finance
distilled prediction:candidate · noneconsensus · none
81
citations
fundno affunlabeled
The Part-Time Wage Gap: a Career Perspective
Giovanni Russo, Wolter Hassink
2008· article· en· De Economist· Economics, Econometrics and Finance
distilled prediction:candidate · insufficient_payloadconsensus · none
72
citations
affunlabeled
A COMPARATIVE ANALYSIS OF THE NATIVITY WEALTH GAP<sup>*</sup>
Thomas Bauer, Deborah A. Cobb‐Clark, Vincent A. Hildebrand, Mathias Sinning
2010· article· en· Economic Inquiry· Economics, Econometrics and Finance
distilled prediction:candidate · insufficient_payloadconsensus · none
72
citations
affvenueaboutunlabeled
Aboriginal Income Disparity in Canada
Krishna Pendakur, Ravi Pendakur
2011· article· en· Canadian Public Policy· Economics, Econometrics and Finance
distilled prediction:candidate · insufficient_payloadconsensus · none
72
citations
aboutno affunlabeled
Demand for AI skills in jobs
Mariagrazia Squicciarini, Heike Nachtigall
2021· paratext· en· OECD science, technology and industry working papers· Economics, Econometrics and Finance
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · none
69
citations
affunlabeled
Within-job gender pay inequality in 15 countries
Andrew M. Penner, Trond Petersen, Are Skeie Hermansen, Anthony Rainey, István Boza, Marta M. Elvira +23 more
2022· article· en· Nature Human Behaviour· Economics, Econometrics and Finance
distilled prediction:candidate · insufficient_payloadconsensus · none
67
citations

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