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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 and Financial 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.

1,318 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.
1,318 works in the cohort · of 4,299,418page 3 of 27

Labels cover 1 of 1,318 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 1,318 of 1,318 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

aboutno affunlabeled
Machine Learning in Forecasting Motor Insurance Claims
Thomas Poufinas, Periklis Gogas, Théophilos Papadimitriou, Emmanouil Zaganidis
2023· article· en· Risks· Economics, Econometrics and Finance
distilled prediction:candidate · insufficient_payloadconsensus · none
22
citations
affunlabeled
The Cost of Financial Frictions for Life Insurers
Ralph S. J. Koijen, Motohiro Yogo
2012· preprint· en· National Bureau of Economic Research· Economics, Econometrics and Finance
distilled prediction:candidate · noneconsensus · none
20
citations
affunlabeled
Financial Risk Capacity
Saki Bigio, Adrien d’Avernas
2019· preprint· en· National Bureau of Economic Research· Economics, Econometrics and Finance
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
20
citations
affno abstractunlabeled
Dynamic risk-sharing game and reinsurance contract design
Shumin Chen, Yanchu Liu, Chengguo Weng
2019· article· en· Insurance Mathematics and Economics· Economics, Econometrics and Finance
distilled prediction:candidate · metaepi_narrowconsensus · none
20
citations
affunlabeled
Chapter 6: Insurance industry
Alice LeBlanc, Megan Linkin
2010· article· en· Annals of the New York Academy of Sciences· Economics, Econometrics and Finance
distilled prediction:candidate · noneconsensus · none
20
citations
affunlabeled
BOOK REVIEW
Greg N. Gregoriou, Donald M. DePamphilis
2012· article· en· ˜The œjournal of wealth management· Economics, Econometrics and Finance
distilled prediction:candidate · insufficient_payloadconsensus · none
18
citations
venueno affunlabeled
Banking Firm, Risk of Investment and Derivatives
Удо Бролл, Wing‐Keung Wong, Mojia Wu
2011· article· en· Technology and Investment· Economics, Econometrics and Finance
distilled prediction:candidate · noneconsensus · none
16
citations
affunlabeled
Credit Risk: Constructing the Basic Building Blocks
Lane P. Hughston, Stuart M. Turnbull
2001· article· en· Economic Notes· Economics, Econometrics and Finance
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
16
citations
affunlabeled
An Overview of Machine Learning for Asset Management
Yongjae Lee, John R. J. Thompson, Jang Ho Kim, Woo Chang Kim, Francesco A. Fabozzi
2023· article· en· The Journal of Portfolio Management· Economics, Econometrics and Finance
distilled prediction:candidate · noneconsensus · none
15
citations
affunlabeled
Natural Disaster Impacts on U.S. Banks
James R. Barth, Stephen M. Miller, Yanfei Sun, Shen Zhang
2022· article· en· American Business Review· Economics, Econometrics and Finance
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
14
citations

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