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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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Label status

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 13 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
Crowdfunding: An Alternative Method to Invest
Ferdinando Giglio
2022· article· en· International Business Research· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · insufficient_payload
1
citations
affunlabeled
The Impact of the Use of Fintech on Enterprise Value
Xianting Ma, Mingjun Wang
2024· article· en· Highlights in Business Economics and Management· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
1
citations
venueno affunlabeled
Geography and social network influence on crowdfunding a French microbrewery
Thibault Cuénoud, Rey Đặng, L’Hocine Houanti, Lubica Hikkerova
2022· article· en· Canadian Journal of Administrative Sciences / Revue Canadienne des Sciences de l Administration· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communicationconsensus · sts
1
citations
venueno affunlabeled
A Money-Making Platform for Entrepreneurs
Robert Escuain Poole
2011· article· en· ˜The œopen source business resource· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communicationconsensus · none
1
citations
affvenueaboutunlabeled
SpinalHeal Ltd.: Planning the Financial Statement Audit
Sandra Iacobelli, Sandra Scott, Joanne Jones
2019· article· en· Accounting Perspectives· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
1
citations
affunlabeled
Database review: EconBiz
Emily Nickerson, Christian Schmidt
2023· article· en· Journal of Business & Finance Librarianship· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
1
citations
aboutno affunlabeled
Comparative Law and Practice
Andrew A. Schwartz
2023· book-chapter· en· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
1
citations
affunlabeled
Symposium: digital finance under global uncertainty
Wenjin Tang, Bismark Addai, Leonard F. S. Wang
2024· article· en· Journal of Economic Policy Reform· Business, Management and Accounting
distilled prediction:candidate · scholarly_communication+insufficient_payloadconsensus · none
1
citations
affunlabeled
Leading the Fintech Revolution
Mitra Madanchian
2024· book-chapter· en· Advances in finance, accounting, and economics book series· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
1
citations
aboutno affunlabeled
GenZs and the Future of Digital Banking
Alana Loison, Meloy Balou
2025· article· en· DBS Applied Research and Theory Journal· Business, Management and Accounting
distilled prediction:candidate · scholarly_communicationconsensus · none
1
citations
affvenueunlabeled
Un trouble à part entière ?
Jacques Le Bouthillier, Charles-Antoine Garneau
2019· article· fr· Psycause revue scientifique étudiante de l École de psychologie de l Université Laval· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · insufficient_payload
1
citations
aboutno affunlabeled
How Do Banks Interact with Fintechs?
2020· article· en· MPG.PuRe (Max Planck Society)· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communicationconsensus · none
1
citations
affunlabeled
New Trends in Entrepreneurial Finance Research
Katja Bringmann, Theresa Veer, Aaron H. Anglin, Gary Dushnitsky, Denis A. Grégoire, Diana Hechavarria +2 more
2025· article· en· Academy of Management Proceedings· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affno abstractunlabeled
Reward Structure and Performance of Crowdfunding Campaigns
Param Pal Singh Chhabra, Manpreet Hora, Karthik Ramachandran
2025· preprint· en· SSRN Electronic Journal· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · none
0
citations

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