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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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Label status

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.

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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 5 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.

fundno affunlabeled
The variance-minimizing hedge with put options
Peter N Bell
2014· preprint· en· Munich Personal RePEc Archive (Ludwig Maximilian University of Munich)· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
0
citations
fundno affunlabeled
Mineral exploration as a game of chance
Peter N Bell
2015· preprint· en· Munich Personal RePEc Archive (Ludwig Maximilian University of Munich)· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
fundno affunlabeled
Effects of streaming loans for commodity producers
Peter N Bell
2014· preprint· en· Munich Personal RePEc Archive (Ludwig Maximilian University of Munich)· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
0
citations
fundno affunlabeled
Pricing Better
2019· other· en· Munich Personal RePEc Archive (Ludwig Maximilian University of Munich)· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
fundno affunlabeled
Age matters
2019· other· en· Munich Personal RePEc Archive (Ludwig Maximilian University of Munich)· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
fundno affunlabeled
Pricing Better
2019· other· en· Munich Personal RePEc Archive (Ludwig Maximilian University of Munich)· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
fundno affunlabeled
Competing for Attention
Christopher Cotton
2015· article· en· Munich Personal RePEc Archive (Ludwig Maximilian University of Munich)· Decision Sciences
machine prediction:candidate · noneconsensus · none
0
citations
fundno affunlabeled
Should Argentina Be Welcomed Back by the Capital Markets
Arturo C. Porzecanski
2010· article· en· Munich Personal RePEc Archive (Ludwig Maximilian University of Munich)· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Light at the End of Tunnel
Thomas M. Fullerton, Angel Luis Molina
2009· article· en· Munich Personal RePEc Archive (Ludwig Maximilian University of Munich)· Economics, Econometrics and Finance
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
The Effectiveness of Fiscal Policy in Mexico
Hector E. Angulo-Rodriguez, Magda A. Castillo-Duran, Jorge Garza–Rodríguez, Monica Gonzalez-Hernandez, Ricardo Puente-Ortiz
2011· article· en· Munich Personal RePEc Archive (Ludwig Maximilian University of Munich)· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
0
citations
fundno affunlabeled
Plasma transfusions in critically ill children
Oliver Karam
2014· preprint· en· Munich Personal RePEc Archive (Ludwig Maximilian University of Munich)· Medicine
machine prediction:candidate · noneconsensus · none
0
citations

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