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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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Munich Personal RePEc Archive (Ludwig Maximilian University of Munich)
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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.

424 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.
424 works in the cohort · of 4,299,418page 1 of 9

Labels cover 0 of 424 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 424 of 424 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
Adding Value: Certified Coffee Trade in North America
Daniele Giovannucci, Alice Byers, Pascal Liu
2008· article· en· Munich Personal RePEc Archive (Ludwig Maximilian University of Munich)· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
38
citations
aboutno affunlabeled
Duration of Non-standard Employment
Constantine Kapsalis, Pierre Tourigny
2004· preprint· en· Munich Personal RePEc Archive (Ludwig Maximilian University of Munich)· Health Professions
machine prediction:candidate · noneconsensus · none
30
citations
affunlabeled
Demand for Public Health Care in Pakistan
Ather H. Akbari, Wimal Rankaduwa, Adiqa Kausar Kiani
2009· article· en· Munich Personal RePEc Archive (Ludwig Maximilian University of Munich)· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
20
citations
affunlabeled
Aggregate Representations of Aggregate Games
David Martimort, Lars Stole
2011· article· en· Munich Personal RePEc Archive (Ludwig Maximilian University of Munich)· Decision Sciences
machine prediction:candidate · noneconsensus · none
19
citations
affunlabeled
Good Firms, Worker Flows and Productivity
Michel Serafinelli
2013· preprint· en· Munich Personal RePEc Archive (Ludwig Maximilian University of Munich)· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
18
citations
afffundaboutunlabeled
Factors Affecting the Repayment of Student Loans
Constantine Kapsalis
2006· article· en· Munich Personal RePEc Archive (Ludwig Maximilian University of Munich)· Social Sciences
machine prediction:candidate · noneconsensus · none
8
citations
affunlabeled
Seasonal Work and Employment Insurance Use
Shawn de Raaf, Constantine Kapsalis, Carole Vincent
2003· article· en· Munich Personal RePEc Archive (Ludwig Maximilian University of Munich)· Health Professions
machine prediction:candidate · noneconsensus · none
7
citations
affaboutunlabeled
Immigration and the Canadian Welfare State 2011
Herbert G. Grubel, Patrick Grady
2011· article· en· Munich Personal RePEc Archive (Ludwig Maximilian University of Munich)· Social Sciences
machine prediction:candidate · noneconsensus · none
7
citations
affunlabeled
Dynamic modeling of commodity futures prices
Paul Karapanagiotidis
2014· preprint· en· Munich Personal RePEc Archive (Ludwig Maximilian University of Munich)· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
7
citations
affunlabeled
Firm leverage, household leverage and the business cycle
Bernard Daniel Solomon
2010· preprint· en· Munich Personal RePEc Archive (Ludwig Maximilian University of Munich)· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
7
citations
aboutno affunlabeled
Imposing Monotonicity Nonparametrically in First-Price Auctions
Daniel J. Henderson, John A. List, Daniel L. Millimet, Christopher F. Parmeter, Michael Price
2008· preprint· en· Munich Personal RePEc Archive (Ludwig Maximilian University of Munich)· Decision Sciences
machine prediction:candidate · noneconsensus · none
6
citations

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