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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.

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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
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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 21 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
Crowdfunding and Risk
David A. Cimon
2023· article· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Optimal reward-based crowdfunding with co-creation
Yiyin Cao, H. Michael Cheung, Zhongdong Xiao, Wenjun Shu, Chuangyin Dang
2025· article· en· Journal of the Operational Research Society· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Challenges, Issues, and Basic Security Practices
Gurdip Kaur, Arash Habibi Lashkari, Iman Sharafaldin, Ziba Habibi Lashkari
2023· book-chapter· en· Financial innovation and technology· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Differential validity in fair lending
Spencer Caro, Talia Gillis, Scott Nelson
2025· article· en· The Journal of Legal Analysis· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Secondary Markets in Equity Crowdfunding
Anna Lukkarinen, Armin Schwienbacher
2024· article· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Electronic Invoice Presentment and Payment
David J. Wright
2007· article· en· International Journal of Cases on Electronic Commerce· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Wealth Management and FinTech Innovation in UK & India
Ahmed Khan, Thankom Arun, Victor Murinde, Philip Kostov, Sheri M. Markose, Varnika Goel +2 more
2024· article· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Smart Subscription Management System
S Kavitha, Hema Latha R, S Saktheeshwaran, R Sanjeevi
2025· article· en· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
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How this was built: Screen · Findings · About