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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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FinTech, Crowdfunding, Digital Finance
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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.

1,055 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.
1,055 works in the cohort · of 4,299,418page 7 of 22

Labels cover 3 of 1,055 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 1,055 of 1,055 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Understanding Cybersecurity Management in Decentralized Finance
Gurdip Kaur, Arash Habibi Lashkari, Iman Sharafaldin, Ziba Habibi Lashkari
2023· book· en· Financial innovation and technology· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrowconsensus · none
7
citations
affno abstractunlabeled
Call for Papers, Issue 1/2022
Joern Block, M. Kathryn Brohman, Dennis M. Steininger
2020· paratext· en· Business & Information Systems Engineering· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · none
7
citations
affvenueaboutunlabeled
Crowdfunding in urology: Canadian perspective
Alessia Di Carlo, Michael Leveridge, Thomas McGregor
2020· article· en· Canadian Urological Association Journal· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
7
citations
affno abstractunlabeled
Distributed Ledger Technologies for Developing Asia
Benno Ferrarini, Julie A. Maupin, Marthe Hinojales
2017· article· en· SSRN Electronic Journal· Business, Management and Accounting
distilled prediction:candidate · scholarly_communicationconsensus · none
6
citations
affno abstractunlabeled
Customer Data Access and Fintech Entry: Early Evidence From Open Banking
Tania Babina, Saleem Bahaj, Greg Buchak, Filippo De Marco, Angus Foulis, Will Gornall +2 more
2024· article· en· SSRN Electronic Journal· Business, Management and Accounting
distilled prediction:candidate · scholarly_communicationconsensus · scholarly_communication
6
citations
affno abstractunlabeled
Crowdfunding, Cascades and Informed Investors
Simon C. Parker
2014· article· en· SSRN Electronic Journal· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
6
citations
venueno affunlabeled
A Bibliometric Analysis of Borrowers’ Behavior
Douglas Mwirigi, Mária Fekete‐Farkas, Zoltán Lakner
2024· article· en· Journal of risk and financial management· Business, Management and Accounting
distilled prediction:candidate · bibliometricsconsensus · bibliometrics
6
citations
affunlabeled
Assessing AI Fairness in Finance
Lachlan McCalman, Daniel Steinberg, Grace Abuhamad, Marc-Etienne Brunet, Robert C. Williamson, Richard S. Zemel
2022· article· en· Computer· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
6
citations
affunlabeled
Abstracts
2014· article· it· Haemophilia· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · insufficient_payload
5
citations
affunlabeled
Artificial Intelligence and Beyond for Finance
Marco Corazza, René García, Faisal Shah Khan, Davide La Torre, Hatem Masri
2023· book· en· Transformations in banking, finance and regulation· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrowconsensus · none
5
citations

How this was built: Screen · Findings · About