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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 10 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
Worker Reallocation in Canada
Yuqian Lu, René Morissette, Theresa Qiu
2013· preprint· en· RePEc: Research Papers in Economics· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
10
citations
affno abstractgemma · no categorygpt · no categorymodels agree
Matching and competition for human capital
David Scoones
2000· article· en· Labour Economics· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
10
citations
venueno affunlabeled
Les écarts salariaux de genre au Cameroun
Sabine Nadine Ekamena Ntsama
2016· article· fr· Revue multidisciplinaire sur l emploi le syndicalisme et le travail· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
9
citations
affunlabeled
The Lifetime Impacts of the New Deal's Youth Employment Program
Anna Aizer, Nancy Early, Shari Eli, Guido W. Imbens, Keyoung Lee, Adriana Lleras‐Muney +1 more
2024· article· en· The Quarterly Journal of Economics· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
9
citations
affno abstractunlabeled
Artificial Intelligence and the Labor Market
Menaka Hampole, Dimitris Papanikolaou, Lawrence Schmidt, Bryan Seegmiller
2025· preprint· en· SSRN Electronic Journal· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
9
citations
affno abstractunlabeled
Technological Change and Occupations over the Long Run
Leonid Kogan, Dimitris Papanikolaou, Lawrence Schmidt, Bryan Seegmiller
2019· article· en· SSRN Electronic Journal· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
9
citations
affvenueunlabeled
Occupational mobility and the returns to training
Gueorgui Kambourov, Iourii Manovskii, Miana Plesca
2020· article· en· Canadian Journal of Economics/Revue canadienne d économique· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
9
citations
afffundunlabeled
Rising concentration and wage inequality
Guido Matías Cortés, Jeanne Tschopp
2023· article· en· Scandinavian Journal of Economics· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
8
citations
affunlabeled
Wages Equal Productivity: Fact or Fiction?
Johannes Van Biesebroeck
2003· article· en· National Bureau of Economic Research· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
8
citations

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