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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
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.

1,318 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 2 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. 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.

affunlabeled
Precipitation Modeling and Contract Valuation
Melanie Cao, Anlong Li, Jason Zhanshun Wei
2004· article· en· The Journal of Alternative Investments· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
44
citations
aboutno affunlabeled
OUTSIDE DIRECTOR LIABILITY
Bernard S. Black, Brian R. Cheffins, Michael Klausner
2006· article· en· RePEc: Research Papers in Economics· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
41
citations
affunlabeled
Are Underwriting Cycles Real and Forecastable?
M. Martin Boyer, Éric Jacquier, Simon van Norden
2012· article· en· Journal of Risk & Insurance· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
40
citations
affno abstractunlabeled
Does Mandatory IFRS Adoption Affect Crash Risk?
Mark L. DeFond, Mingyi Hung, Siqi Li, Yinghua Li
2011· article· en· SSRN Electronic Journal· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
38
citations
fundno affunlabeled
Financial Bounds for Insurance Claims
Carole Bernard, Steven Vanduffel
2012· article· en· Journal of Risk & Insurance· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
34
citations
aboutno affunlabeled
Mastering risk, volume 2: applications
Carol Alexander
2001· book· en· Figshare· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
30
citations
affno abstractunlabeled
Self-Driving Contracts
Anthony J. Casey, Anthony Niblett
2017· article· en· SSRN Electronic Journal· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
27
citations
affno abstractunlabeled
Digital Finance & Crisis
Douglas W. Arner, Jànos Barberis, Julia Walker, Ross P. Buckley, Dirk Andreas Zetzsche
2020· article· en· SSRN Electronic Journal· Economics, Econometrics and Finance
machine prediction:candidate · insufficient_payloadconsensus · none
25
citations
afffundunlabeled
Optimal insurance in the presence of reinsurance
Sheng Chao Zhuang, Tim J. Boonen, Ken Seng Tan, Zuo Quan Xu
2016· article· en· Scandinavian Actuarial Journal· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
25
citations
affno abstractunlabeled
Bilateral Exposures and Systemic Solvency Risk
Christian Gouriéroux, Jean-Cyprien Héam, Alain Monfort
2012· article· en· SSRN Electronic Journal· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
24
citations

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