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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 8 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.

affunlabeled
Abstracts
2014· article· it· Haemophilia· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · insufficient_payload
5
citations
affno abstractunlabeled
Generative AI Solutions to Empower Financial Firms
Shashank Shaurya Dubey, Vivek Astvansh, Praveen K. Kopalle
2025· article· en· SSRN Electronic Journal· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
5
citations
afffundno abstractunlabeled
The Fintech Disruption
Thomas Walker, Elaheh Nikbakht, Maher Kooli
2023· book· en· Palgrave studies in financial services technology· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
5
citations
affno abstractunlabeled
Crowdfunding: Business and Regulatory Perspective
Alexandra Andhov
2019· article· en· Research at the University of Copenhagen (University of Copenhagen)· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
5
citations
venueno affunlabeled
The Determinants of Digital Piracy Behaviour in Malaysia
Kwek Choon Ling, Mary Lee Siew Cheng, Cham Kai Sin, Alina Yap May Ling, Zhang Li
2023· article· en· International Business Research· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
4
citations
afffundunlabeled
Fintech and Sustainability
Thomas Walker, Harry J. Turtle, Maher Kooli, Elaheh Nikbakht
2023· book· en· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
4
citations
venueno affunlabeled
Electronic wallets in danger
Jean‐Michel Sahut
2006· article· en· The Journal of Internet Banking and Commerce· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
4
citations
affunlabeled
In a world of Amazon, is it time to rethink ILL?
CJ de Jong, Heidi Nance
2014· article· en· Interlending & Document Supply· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
4
citations
aboutno affunlabeled
Why are open banking models in Europe underperforming?
Gorka Koldobika Briones de Araluze
2022· article· en· Journal of payments strategy & systems· Business, Management and Accounting
distilled prediction:candidate · scholarly_communicationconsensus · none
4
citations
venueno affunlabeled
The real effects of transparency in crowdfunding
Lin Nan, Chao Tang, Xin Wang, Gaoqing Zhang
2023· article· en· Contemporary Accounting Research· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
4
citations

How this was built: Screen · Findings · About