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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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Label agreement
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.

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
Evidence
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Citations
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 22 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.

affaboutunlabeled
Parental Support, Savings and Student Loan Repayment
Lance Lochner, Todd Stinebrickner, Utku Suleymanoglu
2018· article· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
values-2.tab
M. Martin Boyer, Philippe D'Astous, Pierre‐Carl Michaud
2020· dataset· en· Harvard Dataverse· Business, Management and Accounting
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
Untitled-checkpoint.ipynb
M. Martin Boyer, Philippe D'Astous, Pierre‐Carl Michaud
2020· dataset· en· Harvard Dataverse· Business, Management and Accounting
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Asset Meltdown – Fact or Fiction?
Marcel Marekwica, Raimond Maurer, Steffen Sebastian
2011· article· en· CBS Research Portal (Copenhagen Business School)· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Final Words
Moshe A. Milevsky
2006· book-chapter· en· Cambridge University Press eBooks· Business, Management and Accounting
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Wealth Inequality Among Older Americans
James Smith
2004· preprint· en· RePEc: Research Papers in Economics· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Fund Manager Characteristics and Performance
Yi Fang, Haiping Wang
2014· article· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
2_Weights_and_Imputation.do
M. Martin Boyer, Philippe D'Astous, Pierre‐Carl Michaud
2020· dataset· en· Harvard Dataverse· Business, Management and Accounting
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
2½ Proposals to Save Social Security*
Deborah Fretz, Michael R. Veall
2001· article· en· Southern Economic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Restructuring Tax-Favored Retirement Saving
Margaret Ryznar
2018· article· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Household Financial Conditions
Bruce Champ, Sarah Wakefield
2007· article· en· Economic Trends· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
US Retirement Income System
Lawrence H. Thompson
2008· article· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
affaboutunlabeled
Behavior of Canadian life annuity prices
Narat Charupat, Mark J. Kamstra
2023· article· en· Journal of Pensions Economics and Finance· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
fundaboutno affunlabeled
Loan Aversion among Canadian High School Students
Cathleen Johnson, Claude Montmarquette
2011· preprint· en· RePEc: Research Papers in Economics· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Prepared for:
2002· article· en· Business, Management and Accounting
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractunlabeled
Hedging Labor Income Risk
Sébastien Betermier, Johan Waldén, Christine A. Parlour, Thomas Jansson
2010· article· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
pi_pooled_controls.tex
M. Martin Boyer, Philippe D'Astous, Pierre‐Carl Michaud
2020· dataset· ca· Harvard Dataverse· Business, Management and Accounting
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations

How this was built: Screen · Findings · About