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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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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 8 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
Inflation Impact on Aggregate Claims
José Garrido, Ghislain Léveillé
2004· other· en· Encyclopedia of Actuarial Science· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
6
citations
affunlabeled
Supercentenarians and Semi-supercentenarians in France
Nadine Ouellette, France Meslé, Jacques Vallin, Jean‐Marie Robine
2020· book-chapter· en· Demographic research monographs· Social Sciences
distilled prediction:candidate · metaepi_narrow+sts+research_integrityconsensus · sts+research_integrity
6
citations
affunlabeled
Robust hedging in incomplete markets
Sally Shen, Antoon Pelsser, Peter C. Schotman
2018· article· en· Journal of Pensions Economics and Finance· Social Sciences
distilled prediction:candidate · noneconsensus · none
5
citations
afffundunlabeled
A DSA Algorithm for Mortality Forecasting
Liqun Diao, Yechao Meng, Chengguo Weng
2020· article· en· North American Actuarial Journal· Social Sciences
distilled prediction:candidate · noneconsensus · none
5
citations
afffundunlabeled
Insurance Claims Modulated by a Hidden Marked Point Process
Robert J. Elliott, Tak Kuen Siu, Hailiang Yang
2007· article· en· Proceedings of the ... American Control Conference/Proceedings of the American Control Conference· Social Sciences
distilled prediction:candidate · metaepi_narrow+sts+open_scienceconsensus · none
5
citations
aboutno affunlabeled
The International Database on Longevity: Data Resource Profile
Dmitri A. Jdanov, Vladimir M. Shkolnikov, S. Gellers-Barkmann
2020· book-chapter· en· Demographic research monographs· Social Sciences
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+open_science+research_integrityconsensus · sts
5
citations
venueno affunlabeled
Support Vector Machines as tools for mortality graduation
Anastasia Kostaki, Javier M. Moguerza, Alberto Olivares, Stelios Psarakis
2012· article· en· Canadian Studies in Population· Social Sciences
distilled prediction:candidate · noneconsensus · none
5
citations
affno abstractunlabeled
Assessing basis risk for longevity transactions – Phase 2
Jackie Li, Leonie Tickle, Chong It Tan, Johnny Siu‐Hang Li
2017· article· en· British Actuarial Journal· Social Sciences
distilled prediction:candidate · sts+scholarly_communicationconsensus · none
5
citations
venueno affunlabeled
Nouvelles perspectives de l’analyse biographique
Daniel Courgeau, Éva Lelièvre
2004· article· fr· Cahiers québécois de démographie· Social Sciences
distilled prediction:candidate · metaepi_narrow+stsconsensus · sts
5
citations

How this was built: Screen · Findings · About