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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 13 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.

affaboutunlabeled
Comprehensive income information: a user's perspective
Sylvain Durocher, Anne Fortin
2015· article· en· International Journal of Behavioural Accounting and Finance· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
5
citations
venueno affunlabeled
Exploring the Relationship Between Financial Education, Financial Attitude, Financial Advice, and Financial Knowledge: Insights Through Financial Capabilities and Financial Well-Being
Arturo García-Santıllán, Ma. Teresa Zamora-Lobato, Esmeralda Tejada-Peña, Liduvina Valencia-Márquez
2025· article· en· Journal of risk and financial management· Business, Management and Accounting
distilled prediction:candidate · metaresearch+metaepi_narrow+stsconsensus · metaepi_narrow
5
citations
aboutno affunlabeled
The Australian Annuity Market
David Knox
2000· article· en· SSRN Electronic Journal· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
5
citations
aboutno affunlabeled
Taxation of private pensions
Carl Emmerson
2014· report· en· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
5
citations
affno abstractunlabeled
Loss-averse tax manipulation and tax-preferred savings
Derek Messacar
2023· article· en· Journal of Economic Behavior & Organization· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
4
citations
affno abstractunlabeled
Household Debt and Recession in Brazil
Gabriel Garber, Atif Mian, Jacopo Ponticelli, Amir Sufi
2018· article· en· SSRN Electronic Journal· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
4
citations
venueno affunlabeled
Study Loan Defaults Among Tertiary Graduates
Nor Balkish Zakaria, Muhammad Rasyid, Norazida Mohamed, Dalila Daud, Aida Maria Ismail
2020· article· en· International Journal of Financial Research· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
4
citations
aboutno affunlabeled
Borrower Experiences on Income-Driven Repayment
Thomas S. Conkling, Christa Gibbs
2019· article· en· SSRN Electronic Journal· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
4
citations
affunlabeled
Adverse Selection and Risk Aversion in Capital Markets
Luis H.B. Braido, Bev Dahlby, Carlos E. da Costa
2011· article· en· FinanzArchiv Public Finance Analysis· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
4
citations
afffundno abstractunlabeled
Behavioral consequences of income and expense shocks
Vance Larsen, Riona Carriaga, Hilary Wething, Jiaying Zhao, Crystal Hall
2023· article· en· Journal of Behavioral and Experimental Economics· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
4
citations
affno abstractunlabeled
Equity and Incentives in Household Finance
Daniel Herbst, Miguel Palacios, Constantine Yannelis
2023· article· en· SSRN Electronic Journal· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
4
citations
aboutno affunlabeled
MEANS TESTING SOCIAL SECURITY: INCOME VERSUS WEALTH
Alan L. Gustman, Thomas L. Steinmeier, Nahid Tabatabai
2017· article· en· National Tax Journal· Business, Management and Accounting
distilled prediction:candidate · sts+scholarly_communicationconsensus · none
4
citations
aboutno affunlabeled
Pension Reform: How Canada can Lead the World
Keith P. Ambachtsheer
2009· preprint· en· RePEc: Research Papers in Economics· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrowconsensus · none
4
citations
venueno affunlabeled
Mental Time Travel and Retirement Savings
David Blake, John Pickles
2021· article· en· Journal of risk and financial management· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
4
citations
affvenueaboutunlabeled
Les jeunes adultes québécois et le crédit*
Marie J. Lachance, Pierre Beaudoin, Jean Robitaille
2005· article· fr· Enfances Familles Générations· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
4
citations
afffundaboutunlabeled
Do the Rich Save More in Canada
Şule Alan, Kadir Atalay, Thomas F. Crossley
2006· preprint· en· Econstor (Econstor)· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
4
citations

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