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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 3 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.

afffundunlabeled
Long-Term Care Insurance: Information Frictions and Selection
M. Martin Boyer, Philippe De Donder, Claude Fluet, Marie‐Louise Leroux, Pierre‐Carl Michaud
2020· article· en· American Economic Journal Economic Policy· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
50
citations
aboutno affunlabeled
Retirement and the Stock Market Bubble
Alan L. Gustman, Thomas L. Steinmeier
2002· preprint· en· RePEc: Research Papers in Economics· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
49
citations
affunlabeled
What Do Employees Know About Their Pension Plan?
Andrew A. Luchak, Morley Gunderson
2000· article· en· Industrial Relations A Journal of Economy and Society· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
48
citations
affunlabeled
Accounting for the rise in consumer bankruptcies
Michèle Tertilt, Igor Livshits
2007· preprint· en· MADOC (University of Mannheim)· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
48
citations
affno abstractunlabeled
Student Loans and Repayment
Lance Lochner, Alexander Monge‐Naranjo
2016· book-chapter· en· Handbook of the economics of education· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
47
citations
affunlabeled
Human capital investment and debt constraints
David Andolfatto, Martin Gervais
2006· article· en· ePrints Soton (University of Southampton)· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
47
citations
affaboutno abstractunlabeled
Financial Literacy and Retirement Planning in Canada
David Boisclair, Annamaria Lusardi, Pierre‐Carl Michaud
2014· article· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
47
citations
aboutno affunlabeled
Absenteeism Problems And Costs: Causes, Effects And Cures
Mehmet C. Kocakülâh, Ann Galligan Kelley, Krystal M. Mitchell, Margaret Ruggieri
2011· article· en· International Business & Economics Research Journal (IBER)· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
47
citations
affunlabeled
The economics of state and local pensions
Jeffrey R. Brown, Robert W. Clark, Joshua Rauh
2011· article· en· Journal of Pensions Economics and Finance· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
45
citations
fundno affunlabeled
Research in Accounting for Income Taxes
John R. Graham, Jana Smith Raedy, Douglas A. Shackelford
2010· preprint· en· National Bureau of Economic Research· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
43
citations
affunlabeled
Does Major Illness Cause Financial Catastrophe?
Keziah Cook, David Dranove, Andrew Sfekas
2009· article· en· Health Services Research· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
43
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
affunlabeled
Strategic Financial Planning over the Lifecycle
Narat Charupat, Huaxiong Huang, Moshe A. Milevsky
2012· book· en· Cambridge University Press eBooks· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
39
citations
affaboutunlabeled
Financial Literacy and Retirement Planning in Canada
David Boisclair, Annamaria Lusardi, Pierre‐Carl Michaud
2014· preprint· en· National Bureau of Economic Research· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
39
citations
afffundaboutunlabeled
Quebec young adults’ use of and knowledge of credit
Marie J. Lachance, Pierre Beaudoin, Jean Robitaille
2006· article· en· International Journal of Consumer Studies· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
36
citations

How this was built: Screen · Findings · About