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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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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
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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 18 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.

aboutno affunlabeled
Conclusion
Andrew A. Schwartz
2023· book-chapter· en· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
venueno affunlabeled
Portugal’s Crowdfunding: A Systematic Literature Review
Bruno Torres, Zélia Serrasqueiro, Márcio Oliveira
2024· article· en· Journal of risk and financial management· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
0
citations
venueno affno abstractunlabeled
10.1145/3772318.3808983
AI Generated
2000· article· en· Time to knit· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
venueno affno abstractunlabeled
10.1145/3768292.3793395
AI Generated
2000· article· en· Time to knit· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Three essays on FinTech
Huan Tang
2020· dissertation· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · metaepi_narrow+insufficient_payload
0
citations
affunlabeled
CCG Starter Data Kit: Malaysia
Lucy Allington, Carla Cannone, Ioannis Pappis, Karla Cervantes Barron, Will Usher, Steve Pye +20 more
2022· dataset· en· Zenodo (CERN European Organization for Nuclear Research)· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+open_science+insufficient_payloadconsensus · open_science+insufficient_payload
0
citations
aboutno affunlabeled
M&A between financial services firms or banks and fintech’s
Tecnológico de Monterrey, Rebeca Minerva García Villalobos, Luis Arturo Bernal Ponce, Adriana Ramírez Rocha
2025· article· EconoQuantum· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Financial Intelligence Units or data black holes?
Nicholas Gilmour, Tristram Hicks
2023· other· en· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
Essays in Financial Economics
Sedat Ersoy
2022· dissertation· TSpace· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
CCG Starter Data Kit: Malaysia
Lucy Allington, Carla Cannone, Ioannis Pappis, Karla Cervantes Barron, Will Usher, Steve Pye +19 more
2023· dataset· en· Zenodo (CERN European Organization for Nuclear Research)· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+open_science+insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractunlabeled
What GoFundMe conceals: The campaigns that fail
Martin Lukk, Erik Schneiderhan
2024· article· en· Business, Management and Accounting
distilled prediction:candidate · scholarly_communication+insufficient_payloadconsensus · insufficient_payload
0
citations
afffundaboutunlabeled
Public Funding for AI in Canada 2011-2022: An equity-focused environmental scan
Ghislaine Attema, Megan Mertz, Alex Anawati, Andrew Austin, Jillian Bertrand, Ray Jewett +1 more
2025· preprint· en· bioRxiv (Cold Spring Harbor Laboratory)· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communicationconsensus · none
0
citations
aboutno affunlabeled
Fonzo (2020) Film Complet Streaming VF jqo
2020· article· fr· Zenodo (CERN European Organization for Nuclear Research)· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
FRAGILIDADES DO COMBATE À LAVAGEM DE DINHEIRO NAS REGIÕES DE FRONTEIRA
Jakson dos Santos Seolim, Sirineu Matinc
2023· article· pt· Revista (RE)DEFINIÇÕES DAS FRONTEIRAS· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · metaepi_narrow+insufficient_payload
0
citations
aboutno affunlabeled
L'intelligence artificielle en finance : Recommandations pour une utilisation responsable
Marc-Antoine Dilhac, Rhéia Khalaf, Nathalie De Marcellis-Warin, Manuel Morales, Robert Normand, Gabrielle Veilleux-Verreault
2021· article· PolyPublie (École Polytechnique de Montréal)· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
Internet Finance in the Big-data Age
Yihan Qin
2022· article· en· Highlights in Business Economics and Management· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Digitale testamenter – muligheter, men viktige motforestillinger
John Asland
2019· article· no· Tidsskrift for familierett arverett og barnevernrettslige spørsmål· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communication+research_integrity+insufficient_payloadconsensus · metaepi_narrow+insufficient_payload
0
citations
aboutno affunlabeled
Une chance qu'on s'a (2020) Film Complet Streaming VF tzs
2020· article· fr· Zenodo (CERN European Organization for Nuclear Research)· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Waarom de fintechrevolutie is uitgebleven
2021· article· nl· Data Archiving and Networked Services (DANS)· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communicationconsensus · none
0
citations

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