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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 1 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 teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Consumer Spending and the Economic Stimulus Payments of 2008
Jonathan A. Parker, Nicholas S. Souleles, David Johnson, Robert McClelland
2013· article· en· American Economic Review· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
894
citations
affunlabeled
Optimal Financial Knowledge and Wealth Inequality
Annamaria Lusardi, Pierre‐Carl Michaud, Olivia S. Mitchell
2017· article· en· Journal of Political Economy· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
661
citations
aboutno affunlabeled
The Wealthy Hand-to-Mouth
Greg Kaplan, Giovanni L. Violante, Justin Weidner
2014· article· en· Brookings Papers on Economic Activity· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
449
citations
affunlabeled
Consumer Bankruptcy: A Fresh Start
Igor Livshits, James MacGee, Michèle Tertilt
2007· article· en· American Economic Review· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
442
citations
aboutno affunlabeled
Financially Fragile Households: Evidence and Implications
Annamaria Lusardi, Daniel Schneider, Peter Tufano
2011· report· en· National Bureau of Economic Research· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
434
citations
affunlabeled
Annuitization Puzzles
Shlomo Benartzi, Alessandro Previtero, Richard H. Thaler
2011· article· en· The Journal of Economic Perspectives· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
349
citations
affno abstractunlabeled
Fifty Years of Mincer Earnings Regressions
James J. Heckman, Lance Lochner, Petra Todd
2003· article· en· SSRN Electronic Journal· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
340
citations
aboutno affunlabeled
The Rising Instability of U.S. Earnings
Peter Gottschalk, Robert Moffitt
2009· article· en· The Journal of Economic Perspectives· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
302
citations
affaboutunlabeled
Retail Financial Advice: Does One Size Fit All?
Stephen R. Foerster, Juhani T. Linnainmaa, Brian Melzer, Alessandro Previtero
2017· article· en· The Journal of Finance· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
297
citations
affunlabeled
The Demographics of Overconfidence
Gokul Bhandari, Richard Deaves
2006· article· en· Journal of Behavioral Finance· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
250
citations
affno abstractunlabeled
Chapter 11 The distribution of wealth
James Davies, Anthony Shorrocks
2000· book-chapter· en· Handbook of income distribution· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
248
citations
aboutno affunlabeled
The Spending and Debt Response to Minimum Wage Hikes
Daniel Aaronson, Sumit Agarwal, Eric French
2012· article· en· American Economic Review· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
236
citations
affaboutunlabeled
Financial literacy and retirement planning in Canada
David Boisclair, Annamaria Lusardi, Pierre‐Carl Michaud
2015· article· en· Journal of Pensions Economics and Finance· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
206
citations
fundno affunlabeled
Student debt and its relation to student mental health
Richard G. Cooke, Michael Barkham, Kerry Audin, Margaret M. Bradley, John Davy
2004· article· en· Journal of Further and Higher Education· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
196
citations
aboutno affunlabeled
Lessons from Pension Reform in the Americas
2007· book· en· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
194
citations
affunlabeled
Accounting for the Rise in Consumer Bankruptcies
Igor Livshits, James MacGee, Michèle Tertilt
2010· article· en· American Economic Journal Macroeconomics· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
189
citations
affunlabeled
Earnings Functions and Rates of Return
James J. Heckman, Lance Lochner, Petra Todd
2008· article· en· Journal of Human Capital· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
186
citations
affunlabeled
How Debit Cards Enable the Poor to Save More
Pierre Bachas, Paul Gertler, Sean Higgins, Enrique Seira
2021· article· en· The Journal of Finance· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
162
citations
affno abstractunlabeled
Getting to the Top of Mind: How Reminders Increase Saving
Dean Karlan, Margaret McConnell, Sendhil Mullainathan, Jonathan Zinman
2010· article· en· SSRN Electronic Journal· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
139
citations
aboutno affno abstractunlabeled
Household Expenditure and the Income Tax Rebates of 2001
David Johnson, Jonathan A. Parker, Nicholas S. Souleles
2005· article· en· SSRN Electronic Journal· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
127
citations
affno abstractunlabeled
Hedging labor income risk
Sébastien Betermier, Thomas Jansson, Christine A. Parlour, Johan Waldén
2012· article· en· Journal of Financial Economics· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
124
citations
affno abstractunlabeled
Annuities and Individual Welfare
Thomas Davidoff, Jeffrey R. Brown, Peter Dia­mond
2004· article· en· SSRN Electronic Journal· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
111
citations
affunlabeled
Consumer Bankruptcy: A Fresh Start
Igor Livshits, James MacGee, Michèle Tertilt
2003· preprint· de· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · metaepi_narrow+insufficient_payload
104
citations

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