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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
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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 2 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
Cheap signals in security token offerings (STOs)
Lennart Ante, Ingo Fiedler
2020· article· en· Quantitative Finance and Economics· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
52
citations
venueno affunlabeled
How digital financial literacy impacts financial behavior in Jordanian millennial generation
Laith Abdallah Aryan, Alaa Alsharif, Enass Khalil Alquqa, Mohannad Mohammad Al Ebbini, Nidal Alzboun, Muhammad Turki Alshurideh +1 more
2023· article· en· International Journal of Data and Network Science· Business, Management and Accounting
distilled prediction:candidate · scholarly_communicationconsensus · scholarly_communication
51
citations
venueno affunlabeled
Intentions to use fintech in the Jordanian banking industry
Ayman Abdalmajeed Alsmadi, Amjed Alfityani, Loai Naser Alhwamdeh, Amer Moh’d Al hazimeh, Jassim Ahmad Al-Gasawneh
2022· article· en· International Journal of Data and Network Science· Business, Management and Accounting
distilled prediction:candidate · scholarly_communicationconsensus · none
50
citations
affno abstractunlabeled
Fintech: Emerging Trends and the Future of Finance
Hamed Taherdoost
2023· book-chapter· en· Financial innovation and technology· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrowconsensus · none
49
citations
affno abstractunlabeled
A Dynamic Model of Crowdfunding
Saeed Alaei, Azarakhsh Malekian, Mohamed Mostagir
2016· article· en· SSRN Electronic Journal· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
46
citations
affunlabeled
Digital Economics
Avi Goldfarb, Catherine E. Tucker
2017· report· en· National Bureau of Economic Research· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · none
43
citations
affunlabeled
Openness as social praxis
Matthew L. Smith, Ruhiya Kristine Seward
2017· article· en· First Monday· Business, Management and Accounting
distilled prediction:candidate · sts+scholarly_communication+insufficient_payloadconsensus · none
42
citations
venueno affunlabeled
Fintech: A Literature Review
Ferdinando Giglio
2021· review· en· International Business Research· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · insufficient_payload
41
citations
afffundunlabeled
Contingent stimulus in crowdfunding
Longyuan Du, Ming Hu, Jiahua Wu
2022· article· en· Production and Operations Management· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
40
citations
affunlabeled
Crowdfunding in a not-so-flat world
Shiri M. Breznitz, Douglas S. Noonan
2020· article· en· Journal of Economic Geography· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
38
citations
affno abstractunlabeled
Crowdfunding and Entrepreneurial Internationalization
Douglas J. Cumming, Sofia Johan
2016· book-chapter· en· WORLD SCIENTIFIC eBooks· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · none
36
citations
affunlabeled
Is there room for privacy in medical crowdfunding?
Jeremy Snyder, Valorie A. Crooks
2020· article· en· Journal of Medical Ethics· Business, Management and Accounting
distilled prediction:candidate · metaresearch+research_integrity+insufficient_payloadconsensus · none
35
citations
aboutno affunlabeled
Equity crowdfunding platforms and social media: a Twitter analysis
Enrico Battisti, Elvira Anna Graziano, Michael Christofi
2021· article· en· International Journal of Entrepreneurial Behaviour & Research· Business, Management and Accounting
distilled prediction:candidate · scholarly_communicationconsensus · none
35
citations

How this was built: Screen · Findings · About