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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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Risk Management in Financial Firms
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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.

587 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.
587 works in the cohort · of 4,299,418page 3 of 12

Labels cover 2 of 587 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 587 of 587 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

venueno affunlabeled
Hedging Strategies for Grain Processors
William W. Wilson, William E. Nganje, Robert Wagner
2006· article· en· Canadian Journal of Agricultural Economics/Revue canadienne d agroeconomie· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communicationconsensus · none
11
citations
affunlabeled
FAS 133 Option Fair Value Hedges
James N. Bodurtha, Daniel B. Thornton
2002· article· en· The Journal of Derivatives· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
11
citations
venueno affunlabeled
Hedge Strategies of Corporate Houses
Morteza Nagahi, Mohammad Nagahisarchoghaei, Nadia Soleimani, Raed Jaradat
2018· article· en· Journal of Business Administration Research· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
10
citations
affno abstractunlabeled
Why Do Hedgers Trade So Much?
Ing-Haw Cheng, Wei Xiong
2013· article· en· SSRN Electronic Journal· Business, Management and Accounting
distilled prediction:candidate · scholarly_communication+insufficient_payloadconsensus · none
10
citations
affunlabeled
How do firms hedge in financial distress?
Evan Dudley, Niclas Andrén, Håkan Jankensgård
2022· article· en· Journal of Futures Markets· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
10
citations
fundno affunlabeled
The Value of Real and Financial Risk Management
Marcel Boyer, M. Martin Boyer, René García
2005· preprint· en· RePEc: Research Papers in Economics· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrowconsensus · none
9
citations
aboutno affunlabeled
Desarrollo del Mercado de Derivados Cambiarios en Chile
Luis Antonio Ahumada, C Jorge Selaive
2007· article· es· RePEc: Research Papers in Economics· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrowconsensus · none
9
citations
affno abstractunlabeled
Firm Complexity and FX Derivatives Use
Walter Dolde, Dev R. Mishra
2002· article· en· SSRN Electronic Journal· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
9
citations
affunlabeled
Integrated supply chain risk management
Riaan Bredell, Jackie Walters
2007· article· en· Journal of Transport and Supply Chain Management· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrowconsensus · none
9
citations
aboutno affunlabeled
Holistic Risk Management: An Expanded Role for Internal Auditors
Gary P. Schneider, Aamer Sheikh, Kathleen A. Simione
2012· article· en· Academy of Accounting and Financial Studies journal· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrowconsensus · none
8
citations
affvenueunlabeled
What’s Wrong with Enterprise Risk Management?
John M. Fraser, Rob Quail, Betty J. Simkins
2024· article· en· Journal of risk and financial management· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communicationconsensus · none
7
citations
venueno affunlabeled
How Do Firms Manage Their Foreign Exchange Exposure?
Andreas Hecht, Niklas Lampenius
2023· article· en· Journal of risk and financial management· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrowconsensus · none
7
citations

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