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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.

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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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North American Actuarial Journal
Topic
Retraction
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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
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The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

135 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.
135 works in the cohort · of 4,299,418page 1 of 3

Labels cover 0 of 135 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 135 of 135 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

afffundaboutunlabeled
Measuring Basis Risk in Longevity Hedges
Johnny Siu-Hang Li, Mary R. Hardy
2011· article· en· North American Actuarial Journal· Social Sciences
distilled prediction:candidate · noneconsensus · none
236
citations
afffundaboutunlabeled
Self-Annuitization and Ruin in Retirement
Moshe A. Milevsky, Chris Robinson
2000· article· en· North American Actuarial Journal· Social Sciences
distilled prediction:candidate · noneconsensus · none
122
citations
affunlabeled
Factors Affecting Retirement Mortality
Robert L. Brown, Joanne McDaid
2003· article· en· North American Actuarial Journal· Health Professions
distilled prediction:candidate · sts+insufficient_payloadconsensus · none
120
citations
affunlabeled
Actuarial Modeling with MCMC and BUGs
David P. M. Scollnik
2001· article· en· North American Actuarial Journal· Social Sciences
distilled prediction:candidate · stsconsensus · none
113
citations
affunlabeled
Risk Classification for Claim Counts
Jean‐Philippe Boucher, Michel Denuit, Montserrat Guillén
2007· article· en· North American Actuarial Journal· Decision Sciences
distilled prediction:candidate · noneconsensus · none
112
citations
affunlabeled
Valuation of a Guaranteed Minimum Income Benefit
Claymore Marshall, Mary R. Hardy, David Saunders
2010· article· en· North American Actuarial Journal· Social Sciences
distilled prediction:candidate · noneconsensus · none
51
citations
affaboutunlabeled
Developing Mortality Improvement Formulas
Johnny Siu‐Hang Li, Mary R. Hardy, Ken Seng Tan
2010· article· en· North American Actuarial Journal· Social Sciences
distilled prediction:candidate · stsconsensus · none
44
citations
afffundunlabeled
Positive Weights on the Efficient Frontier
Phelim Boyle
2014· article· en· North American Actuarial Journal· Economics, Econometrics and Finance
distilled prediction:candidate · noneconsensus · none
17
citations
affunlabeled
Longevity Risk and Capital Markets
David Blake, Patrick L. Brockett, Samuel H. Cox, Richard D. MacMinn
2011· article· en· North American Actuarial Journal· Social Sciences
distilled prediction:candidate · noneconsensus · none
16
citations
affaboutunlabeled
The Shift to Defined Contribution Pension Plans
Robert L. Brown, Jianxun Liu
2001· article· en· North American Actuarial Journal· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
13
citations
afffundunlabeled
A Discrimination-Free Premium under a Causal Framework
Carlos Andrés Araiza Iturria, M F Hardy, Paul Daniel Marriott
2024· article· en· North American Actuarial Journal· Economics, Econometrics and Finance
distilled prediction:candidate · noneconsensus · none
11
citations
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