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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
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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 9 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. The Gemma side is a direct model label for every work (title-only); the Codex side is a distilled, calibrated classifier. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
In support of making up users
Katherine Ruff
2021· article· en· Critical Perspectives on Accounting· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
3
citations
venueno affunlabeled
The Impact of Mobile Payments on the Internet Inclusive Finance
Yaqian Pan, Mengqiao Yang, Shubing Li, Xinxin Chen, Shiqi Yu, Lijuan Yu
2016· article· en· Journal of Management and Sustainability· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
3
citations
affunlabeled
Crowdfunding on Patreon by YouTube sailing channels
Linus Wilson, Yan Wendy Wu
2023· article· en· International Journal of Internet and Enterprise Management· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
3
citations
venueno affunlabeled
Fintechs and Institutions: Evidence from an Emerging Economy
Diogo Campos-Teixeira, Jorge Tello‐Gamarra, Jo�ão Reis, André Andrade Longaray, Martín Hernani-Merino
2025· article· en· Journal of risk and financial management· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
3
citations
venueno affunlabeled
Human Capital Investment: Building an App for That
Matthew M. Ross, A. Michelle Wright, Simon N. Peffers
2021· article· en· Journal of Applied Business and Economics· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
3
citations
affno abstractunlabeled
Fintech and Banking: An Overview
Thomas Walker, Elaheh Nikbakht, Maher Kooli
2023· book-chapter· en· Palgrave studies in financial services technology· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
3
citations
affaboutunlabeled
Is Crowdfunding Bad for Investors
Anita Anand
2014· article· en· TSpace (University of Toronto)· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
3
citations
aboutno affunlabeled
Crowdfunding for medical expenses in the United Kingdom
Isabel Pifarré Coutrot, Laura Cornelsen, Richard Smith
2020· article· en· European Journal of Public Health· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
3
citations
affunlabeled
A Scoping Review Toward Framing a Research Agenda
Hamid Nach, Dimitrios Salampasis, Rachid Ghilal
2021· review· en· WORLD SCIENTIFIC eBooks· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
3
citations
affunlabeled
Innovation, Ethics, and Consumer Protection
Sandrine Prom Tep, Maya Cachecho, Évelyne Jean-Bouchard
2021· book-chapter· en· Advances in human and social aspects of technology book series· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
3
citations
affunlabeled
Characterizing Financial Market Coverage using Artificial Intelligence
Jean Marie Tshimula, D’Jeff K. Nkashama, Patrick Owusu, Marc Frappier, Pierre-Martin Tardif, Froduald Kabanza +4 more
2023· preprint· en· arXiv (Cornell University)· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
3
citations

How this was built: Screen · Findings · About