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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
Evidence
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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 14 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.

afffundno abstractunlabeled
Analytical Long-Term Care Capacity Planning
Yue Zhang, Martin L. Puterman
2013· book-chapter· en· International series in management science/operations research/International series in operations research & management science· Social Sciences
distilled prediction:candidate · metaepi_narrow+bibliometrics+sts+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · sts+insufficient_payload
1
citations
afffundunlabeled
PROSPERED Dataset: Paternity Leave
Arijit Nandi, Efe Atabay, Ilona Vincent
2019· dataset· en· Harvard Dataverse· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
1
citations
affunlabeled
Estimating survival models
David Dickson, Mary R. Hardy, Howard R. Waters
2019· book-chapter· en· Cambridge University Press eBooks· Social Sciences
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
aboutno affunlabeled
Tables and Figures
Lisa Dillon
2008· book-chapter· en· McGill-Queen's University Press eBooks· Social Sciences
distilled prediction:candidate · metaepi_narrow+stsconsensus · none
0
citations
affno abstractunlabeled
Pension Risk and Capital Structure Decisions
Ebenezer Asem
2025· preprint· en· SSRN Electronic Journal· Social Sciences
distilled prediction:candidate · metaepi_narrow+sts+research_integrityconsensus · none
0
citations
affunlabeled
Guide pour la curation dans Dataverse
2021· article· fr· Zenodo (CERN European Organization for Nuclear Research)· Social Sciences
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Figures and Tables
David A. Green, Jonathan R. Kesselman
2007· book-chapter· en· University of British Columbia Press eBooks· Social Sciences
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
Emerging costs for equity-linked insurance
David Dickson, Mary R. Hardy, Howard R. Waters
2009· book-chapter· en· Cambridge University Press eBooks· Social Sciences
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affno abstractunlabeled
A dynamic stochastic pension fund model 1
William T. Ziemba
2013· article· en· ˜The œbusiness & management collection.· Social Sciences
distilled prediction:candidate · metaepi_narrow+stsconsensus · none
0
citations
affno abstractunlabeled
Hedging universal life insurance policies
Emmanuel Hamel, Frédéric Godin, Patrice Gaillardetz
2025· preprint· en· SSRN Electronic Journal· Social Sciences
distilled prediction:candidate · metaepi_narrow+sts+research_integrityconsensus · none
0
citations
affunlabeled
Actuarial Vacancy
Nancy Reid
2001· article· ca· Astin Bulletin· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
affaboutunlabeled
OPTIKNEE Consensus
2020· other· en· Open Science Framework· Social Sciences
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+open_science+insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractunlabeled
Can AI Distort Human Capital? *
Xuelin Li, Meizi Zhou
2024· preprint· it· SSRN Electronic Journal· Social Sciences
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+research_integrityconsensus · none
0
citations
affno abstractunlabeled
As-If-Markov Reserves for Reserve-Dependent Payments
Marcus C. Christiansen, Boualem Djehiche
2024· preprint· en· SSRN Electronic Journal· Social Sciences
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+research_integrityconsensus · none
0
citations

How this was built: Screen · Findings · About