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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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Financial Literacy, Pension, Retirement Analysis
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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.

1,603 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.
1,603 works in the cohort · of 4,299,418page 18 of 33

Labels cover 6 of 1,603 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 1,603 of 1,603 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.

venueno affunlabeled
Household Wealth: Low-Yielding and Poorly Structured?
Marc Peter Radke, Manuel Rupprecht
2021· article· en· Journal of risk and financial management· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
2
citations
affno abstractunlabeled
Savings and Attitudes to the Future
John Knowles, Andrew Postlewaite
2023· article· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
1
citations
venueno affunlabeled
Commentary on "Is the United States bankrupt? "
Anjan V. Thakor
2006· article· en· Canadian parliamentary review· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
1
citations
aboutno affunlabeled
Discussion Paper 3160
Marcelo de Sales (Colaborador) Pessoa
2025· book· en· Instituto de Pesquisa Econômica Aplicada eBooks· Business, Management and Accounting
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
1
citations
fundno affunlabeled
Marketable Wealth in a Poor African Country
Ronelle Burger, Frederik Booysen, Servaas van der Berg, Michael von Maltitz
2006· preprint· en· Munich Personal RePEc Archive (Ludwig Maximilian University of Munich)· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
1
citations
fundno affunlabeled
PECUNIA - A LIFE SIMULATION GAME FOR FINANCE EDUCATION
David A. Jones, Maiga Chang, Kinshuk
2022· article· en· Research and Practice in Technology Enhanced Learning· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
Household Credit as Stimulus? Evidence from Brazil
Gabriel Garber, Atif Mian, Jacopo Ponticelli, Amir Sufi
2021· article· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
1
citations
affaboutunlabeled
The Earnings Implications of Pension Expense
Paul Joss
2005· article· en· North American Actuarial Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
1
citations
fundno affunlabeled
Income and Wealth Inequality in America, 1949-2016
Moritz Kuhn, Moritz Schularick, Ulrike I. Steins
2018· preprint· en· Journal of Political Economy· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
1
citations

How this was built: Screen · Findings · About