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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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Insurance, Mortality, Demography, Risk Management
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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.

1,105 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.
1,105 works in the cohort · of 4,299,418page 18 of 23

Labels cover 0 of 1,105 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 1,105 of 1,105 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Mean Residual Lifetime
Jun Cai
2014· other· en· Wiley StatsRef: Statistics Reference Online· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
fundno affunlabeled
Population Distribution Model For Oman
Shafiqur Rahman
2011· article· en· International Business & Economics Research Journal (IBER)· Social Sciences
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Longevity Risk and Life Annuities
Moshe A. Milevsky
2008· other· en· Encyclopedia of Quantitative Risk Analysis and Assessment· Social Sciences
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
Population Aging
K. Bruce Newbold
2019· other· en· The Blackwell Encyclopedia of Sociology· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
Is There a Cap on Longevity? A Statistical Review
Léo R. Belzile, A. C. Davison, Jutta Gampe, Holger Rootzén, Dmitrii Zholud
2021· review· en· Annual Review of Statistics and Its Application· Social Sciences
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
Mean Residual Lifetime
Jun Cai
2004· other· en· Encyclopedia of Actuarial Science· Social Sciences
distilled prediction:candidate · metaepi_narrow+sts+insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
FUTURE CANADIAN POPULATION TRENDS
2017· book-chapter· en· MQUP eBooks· Social Sciences
distilled prediction:candidate · metaepi_narrow+stsconsensus · none
0
citations
affunlabeled
Fixed-Population Principles
Charles Blackorby, Walter Bossert, David Donaldson
2005· book-chapter· en· Cambridge University Press eBooks· Social Sciences
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
aboutno affunlabeled
Dimensions of Fertility
2017· book-chapter· en· MQUP eBooks· Social Sciences
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
aboutno affunlabeled
Actuarial aging rates in human cohorts
Leonid A. Gavrilov, Natalia S. Gavrilova
2023· article· en· Биохимия· Social Sciences
distilled prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Fundamentals of Actuarial Pricing
Arthur Charpentier
2024· book-chapter· ca· Springer Actuarial· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · metaepi_narrow+insufficient_payload
0
citations
affunlabeled
Demography: Historical
Carl Mosk
2020· other· en· The Blackwell Encyclopedia of Sociology· Social Sciences
distilled prediction:candidate · metaepi_narrow+sts+insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Consulting Industrial Meteorologiest
Daryl V O'Dowd
2012· article· en· The Journal of Weather Modification· Social Sciences
distilled prediction:candidate · noneconsensus · none
0
citations
venueno affunlabeled
The Mortality Project
Salomé M. Krell
2015· article· en· Mosaic· Social Sciences
distilled prediction:candidate · noneconsensus · none
0
citations
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