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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
Retraction
Abstract
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Label agreement
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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Citations
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 1 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
Digital Economics
Avi Goldfarb, Catherine E. Tucker
2019· article· en· Journal of Economic Literature· Business, Management and Accounting
distilled prediction:candidate · scholarly_communication+insufficient_payloadconsensus · none
2,312
citations
affunlabeled
New players in entrepreneurial finance and why they are there
Joern Block, Massimo G. Colombo, Douglas J. Cumming, Silvio Vismara
2017· article· en· Small Business Economics· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communicationconsensus · none
670
citations
affunlabeled
Product and Pricing Decisions in Crowdfunding
Ming Hu, Xi Li, Mengze Shi
2015· article· en· Marketing Science· Business, Management and Accounting
distilled prediction:candidate · metaresearchconsensus · none
302
citations
aboutno affunlabeled
How do banks interact with fintech startups?
Lars Hornuf, Milan Frederik Klus, Todor Stefan Lohwasser, Armin Schwienbacher
2020· article· en· Small Business Economics· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communicationconsensus · none
278
citations
affunlabeled
Learning Through Crowdfunding
Gilles Chemla, Katrin Tinn
2019· article· en· Management Science· Business, Management and Accounting
distilled prediction:candidate · scholarly_communication+insufficient_payloadconsensus · none
230
citations
affno abstractunlabeled
Crowdfunding cleantech
Douglas J. Cumming, Gaël Leboeuf, Armin Schwienbacher
2017· article· en· Energy Economics· Business, Management and Accounting
distilled prediction:candidate · scholarly_communicationconsensus · none
184
citations
venueno affunlabeled
The effect of digital finance on financial stability
Asep Risman, Bambang Mulyana, Bayu Anggara Silvatika, Agus Sunarya Sulaeman
2021· article· en· Management Science Letters· Business, Management and Accounting
distilled prediction:candidate · scholarly_communicationconsensus · none
165
citations
affno abstractunlabeled
Global Cryptoasset Regulatory Landscape Study
Apolline Blandin, Ann Sofie Cloots, Hatim Hussain, Michel Rauchs, Rasheed Saleuddin, Jason Grant Allen +2 more
2019· article· en· SSRN Electronic Journal· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
126
citations
afffundunlabeled
Disentangling Crowdfunding from Fraudfunding
Douglas J. Cumming, Lars Hornuf, Moein Karami, Denis Schweizer
2021· article· en· Journal of Business Ethics· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communicationconsensus · none
99
citations
afffundunlabeled
Slack Time and Innovation
Christian Catalini, Avi Goldfarb, Hong Luo
2018· article· en· Organization Science· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
95
citations
venueno affunlabeled
Fintech Innovations in the Financial Service Industry
Swamynathan Ramakrishnan, Shanmugan Joghee, Sajal Kabiraj, Malini Mittal Bishnoi
2022· article· en· Journal of risk and financial management· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
94
citations
affno abstractunlabeled
Disentangling Crowdfunding from Fraudfunding
Douglas J. Cumming, Lars Hornuf, Moein Karami, Denis Schweizer
2016· article· en· SSRN Electronic Journal· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
73
citations
affunlabeled
Charitable technologies
Jeremy Goecks, Amy Voida, Stephen Voida, Elizabeth D. Mynatt
2008· article· en· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
72
citations
venueno affunlabeled
Artificial Intelligence, Smart Contract and Islamic Finance
Siti Rohaya Mat Rahim, Zam Zuriyati Mohamad, Juliana Abu Bakar, Farhana Hanim Mohsin, Norhayati Md Isa
2018· article· en· Asian Social Science· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
68
citations
affaboutunlabeled
Tokenomics: When Tokens Beat Equity
Katya Malinova, Andreas Park
2023· article· en· Management Science· Business, Management and Accounting
distilled prediction:candidate · scholarly_communication+insufficient_payloadconsensus · none
64
citations

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