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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 agreement
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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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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 3 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
Consumer Lending Discrimination in the FinTech Era
Robert P. Bartlett, Adair Morse, Richard Stanton, Nancy Wallace
2017· article· en· SSRN Electronic Journal· Business, Management and Accounting
distilled prediction:candidate · scholarly_communicationconsensus · none
33
citations
affunlabeled
The Rise and Impact of Fintech in Latin America
Mariusz A. Sumlinski, Weicheng Lian, Dmitry Vasilyev, Yuanchen Yang, Yang Liu, Beatriz Garcia-Nunes +3 more
2023· article· en· Fintech Notes· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
32
citations
venueno affunlabeled
Crowdfunding in a Competitive Environment
Anton Miglo
2020· article· en· Journal of risk and financial management· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
32
citations
fundno affunlabeled
“It's Like Having a Second Full-Time Job”
Andrea Hunter
2016· article· en· Journalism Practice· Business, Management and Accounting
distilled prediction:candidate · scholarly_communication+insufficient_payloadconsensus · scholarly_communication+insufficient_payload
32
citations
affvenueunlabeled
Digital entrepreneurship: Some features of new social interactions
Éric Braune, Léo‐Paul Dana
2021· article· en· Canadian Journal of Administrative Sciences / Revue Canadienne des Sciences de l Administration· Business, Management and Accounting
distilled prediction:candidate · sts+scholarly_communicationconsensus · none
27
citations
afffundunlabeled
Some Simple Economics of Crowdfunding
Ajay Agrawal, Christian Catalini, Avi Goldfarb
2013· preprint· en· National Bureau of Economic Research· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
26
citations
affunlabeled
Network vs Market Relations
Emőke-Ágnes Horvát, Jayaram Uparna, Brian Uzzi
2015· article· en· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
26
citations
affunlabeled
Do Principles Pay in Real Estate Crowdfunding?
Denis Schweizer, Tingyu Zhou
2017· article· en· The Journal of Portfolio Management· Business, Management and Accounting
distilled prediction:candidate · scholarly_communicationconsensus · none
26
citations
venueno affunlabeled
Theories of Crowdfunding and Token Issues: A Review
Anton Miglo
2022· review· en· Journal of risk and financial management· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrowconsensus · none
26
citations
affno abstractunlabeled
Is crowdfunding a viable source of clinical trial research funding?
Abhinav Sharma, James S. Khan, P.J. Devereaux
2015· letter· en· The Lancet· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communication+research_integrity+insufficient_payloadconsensus · none
26
citations
venueno affunlabeled
Fintech Ecosystem and Landscape in Russia
Vladimir Soloviev
2018· article· en· Journal of Reviews on Global Economics· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
26
citations
venueno affunlabeled
Digital Transformation of Public-Private Partnership Tools
Л. А. Толстолесова, Igor Glukhikh, Natal’ya Nikolaevna Yumanova, Otabek Arzikulov
2021· article· en· Journal of risk and financial management· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
25
citations
affno abstractunlabeled
Online Auction Fraud: Ethical Perspective
Alex Nikitkov, Darlene Bay
2007· article· en· Journal of Business Ethics· Business, Management and Accounting
distilled prediction:candidate · research_integrityconsensus · none
25
citations
affno abstractunlabeled
Crypto Tokens and Token Offerings: An Introduction
Chen Wang, Haoquan Wang
2019· book-chapter· en· Contributions to management science· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · none
23
citations

How this was built: Screen · Findings · About