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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
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 4 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
A network approach toward literature review
Lidwien van de Wijngaert, Harry Bouwman, Noshir Contractor
2012· article· en· Quality & Quantity· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
22
citations
affno abstractunlabeled
Contingent Stimulus in Crowdfunding
Longyuan Du, Ming Hu, Jiahua Wu
2017· article· en· SSRN Electronic Journal· Business, Management and Accounting
distilled prediction:candidate · scholarly_communicationconsensus · none
22
citations
affno abstractunlabeled
Are Syndicates the Killer App of Equity Crowdfunding?
Ajay Agrawal, Christian Catalini, Avi Goldfarb
2015· article· en· SSRN Electronic Journal· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
21
citations
venueno affunlabeled
Embrace Fintech in ASEAN: A Perception Through Fintech Adoption Index
Alice Yong-Zheng Huong, Chin‐Hong Puah, Mei-Teing Chong
2021· article· en· Research in World Economy· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
21
citations
venueno affunlabeled
Fintech in Dubai: Development and Ecosystem
Daniele Schilirò
2021· article· en· International Business Research· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
21
citations
venueno affunlabeled
Analyzing cashless behavior among generation Z in Indonesia
Raden Aswin Rahadi, Nindya Resti Ramadhani Putri, Subiakto Soekarno, Sylviana Maya Damayanti, Isrochmani Murtaqi, Jumadil Saputra
2021· article· en· International Journal of Data and Network Science· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
20
citations
fundno affunlabeled
Customer Data Access and Fintech Entry: Early Evidence from Open Banking
Tania Babina, Saleem Bahaj, Greg Buchak, Filippo De Marco, Angus Foulis, Will Gornall +2 more
2024· report· en· National Bureau of Economic Research· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communication+open_science+insufficient_payloadconsensus · insufficient_payload
18
citations
affvenueaboutunlabeled
Political Crowdfunding and Campaigning on GoFundMe
Greg Elmer, Sabrina Ward-Kimola
2021· article· en· Canadian Journal of Communication· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
18
citations
affunlabeled
Appealing to the Crowd
Jeremy Snyder
2023· book· en· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · none
17
citations
aboutno affunlabeled
Social Media Enabled Contract Cheating
Thomas Lancaster
2019· article· en· Canadian Perspectives on Academic Integrity· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · insufficient_payload
15
citations
venueno affunlabeled
Factors affecting middle eastern countries' intention to use financial technology
Mohammad Abdel Mohsen Al-Afeef, Baha Aldeen Mohammad Fraihat, Hamzeh Alhawamdeh, Haitham Ali Hijazi, Mohammad Ali Al-Afeef, Maher Nawasr +1 more
2023· article· en· International Journal of Data and Network Science· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
14
citations
affno abstractunlabeled
The effect of gender fit on crowdfunding success
Yuanqing Li, Sui Sui, Sibin Wu
2022· article· en· Journal of Business Venturing Insights· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
14
citations

How this was built: Screen · Findings · About