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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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Labour Economics
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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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The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

47 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.
47 works in the cohort · of 4,299,418page 1 of 1

Labels cover 1 of 47 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 47 of 47 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.

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
machine prediction:candidate · noneconsensus · none
87
citations
affno abstractunlabeled
Pensions: theories of underfunding
Russell W. Cooper, Thomas W. Ross
2001· article· en· Labour Economics· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
40
citations
affno abstractunlabeled
Freeing the Italian school system
Andrea Ichino, Guido Tabellini
2014· article· en· Labour Economics· Social Sciences
machine prediction:candidate · noneconsensus · none
30
citations
afffundno abstractunlabeled
Career progression and comparative advantage
Shintaro Yamaguchi
2010· article· en· Labour Economics· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
23
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
affunlabeled
Programs of study and earnings dynamics
Philippe D'Astous, Stephen H. Shore
2024· article· en· Labour Economics· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
2
citations
affunlabeled
Golfing CEOs
Yutaro Izumi, Hitoshi Shigeoka, Masayuki Yagasaki
2024· article· en· Labour Economics· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
Social networks and labor market transitions
Yann Bramoullé, Gilles Saint‐Paul
2009· preprint· en· Labour Economics· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affno abstractunlabeled
Imported inputs and skill upgrading
Rosario Crinò
2012· preprint· en· Labour Economics· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Women make houses, women make homes
Mevlude Akbulut‐Yuksel, Melanie Khamis, Mutlu Yuksel
2017· article· en· Labour Economics· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations

How this was built: Screen · Findings · About