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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
Evidence
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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 5 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.

venueno affunlabeled
Factors affecting middle eastern countries' intention to use financial technology
Mohammad Abdel Mohsen Al-Afeef, Baha Aldeen Mohammad Fraihat, Hamzeh Alhawamdeh, Haitham Ali Hijazi, Mohammad Ali Al-Afeef, Maher Nawasr +1 more
2023· article· en· International Journal of Data and Network Science· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
14
citations
affno abstractunlabeled
The effect of gender fit on crowdfunding success
Yuanqing Li, Sui Sui, Sibin Wu
2022· article· en· Journal of Business Venturing Insights· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
14
citations
venueno affunlabeled
Institutional Drivers of Crowdfunding Volumes
Mari-Liis Kukk, Laivi Laidroo
2020· article· en· Journal of risk and financial management· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
13
citations
venueno affunlabeled
The Crowdfunding of Altruism
Luisa Faust, Maura Kolbe, Sasan Mansouri, Paul P. Momtaz
2022· article· en· Journal of risk and financial management· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
11
citations
afffundunlabeled
Slack Time and Innovation
Ajay Agrawal, Christian Catalini, Avi Goldfarb
2015· preprint· en· National Bureau of Economic Research· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
11
citations
affno abstractunlabeled
Open Banking: Opportunities and Risks
Christoph Frei
2023· book-chapter· en· Palgrave studies in financial services technology· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+open_scienceconsensus · none
10
citations
affunlabeled
Generative AI Solutions to Empower Financial Firms
Shashank Shaurya Dubey, Vivek Astvansh, Praveen K. Kopalle
2024· article· en· Journal of Public Policy & Marketing· Business, Management and Accounting
distilled prediction:candidate · metaresearch+scholarly_communicationconsensus · none
10
citations
affno abstractunlabeled
Equity Crowdfunding
Gerrit Ahlers, Douglas J. Cumming, Christina Guenther, Denis Schweizer
2013· article· en· SSRN Electronic Journal· Business, Management and Accounting
distilled prediction:candidate · scholarly_communication+insufficient_payloadconsensus · none
10
citations
affunlabeled
FinTech and Its Disruption to Financial Institutions
Chen Liu
2018· book-chapter· en· Advances in logistics, operations, and management science book series· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrowconsensus · none
10
citations

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