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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
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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.

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 1 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. 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.

afffundno abstractunlabeled
Mortality derivatives and the option to annuitise
Moshe A. Milevsky, S. David Promislow
2001· article· en· Insurance Mathematics and Economics· Social Sciences
machine prediction:candidate · noneconsensus · none
330
citations
afffundaboutunlabeled
Measuring Basis Risk in Longevity Hedges
Johnny Siu-Hang Li, Mary R. Hardy
2011· article· en· North American Actuarial Journal· Social Sciences
machine prediction:candidate · noneconsensus · none
236
citations
affunlabeled
The emergence of longevous populations
Fernando Colchero, Roland Rau, Owen R. Jones, Dalia A. Conde, Ádám Lénárt, László Németh +14 more
2016· article· en· Proceedings of the National Academy of Sciences· Social Sciences
machine prediction:candidate · noneconsensus · none
186
citations
affunlabeled
Actuarial Mathematics for Life Contingent Risks
David Dickson, Mary R. Hardy, Howard R. Waters
2009· book· en· Cambridge University Press eBooks· Social Sciences
machine prediction:candidate · noneconsensus · none
167
citations
affunlabeled
The Calculus of Retirement Income
Moshe A. Milevsky
2006· book· en· Cambridge University Press eBooks· Social Sciences
machine prediction:candidate · noneconsensus · none
138
citations
affunlabeled
Guaranteed Annuity Options
Phelim Boyle, Mary R. Hardy
2003· article· en· Astin Bulletin· Social Sciences
machine prediction:candidate · noneconsensus · none
127
citations
afffundaboutunlabeled
Self-Annuitization and Ruin in Retirement
Moshe A. Milevsky, Chris Robinson
2000· article· en· North American Actuarial Journal· Social Sciences
machine prediction:candidate · noneconsensus · none
122
citations
affunlabeled
Actuarial Modeling with MCMC and BUGs
David P. M. Scollnik
2001· article· en· North American Actuarial Journal· Social Sciences
machine prediction:candidate · noneconsensus · none
113
citations
affaboutunlabeled
Annual variation of sporadic radar meteor rates
M. Campbell‐Brown, J. Jones
2006· article· en· Monthly Notices of the Royal Astronomical Society· Social Sciences
machine prediction:candidate · noneconsensus · none
94
citations
afffundunlabeled
The impact of climate change on fertility*
Gregory Casey, Soheil Shayegh, Juan Moreno‐Cruz, Martin Bunzl, Oded Galor, Ken Caldeira
2019· article· en· Environmental Research Letters· Social Sciences
machine prediction:candidate · noneconsensus · none
77
citations

How this was built: Screen · Findings · About