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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
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 1 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
Digital Economics
2019· article· en· Journal of Economic Literature· Business, Management and Accounting
distilled prediction:candidate · scholarly_communication+insufficient_payloadconsensus · none
2,312
citations
aboutno affunlabeled
How do banks interact with fintech startups?
2020· article· en· Small Business Economics· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communicationconsensus · none
278
citations
affunlabeled
Learning Through Crowdfunding
2019· article· en· Management Science· Business, Management and Accounting
distilled prediction:candidate · scholarly_communication+insufficient_payloadconsensus · none
230
citations
affno abstractunlabeled
Crowdfunding cleantech
2017· article· en· Energy Economics· Business, Management and Accounting
distilled prediction:candidate · scholarly_communicationconsensus · none
184
citations
affno abstractunlabeled
Global Cryptoasset Regulatory Landscape Study
2019· article· en· SSRN Electronic Journal· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
126
citations
afffundunlabeled
Disentangling Crowdfunding from Fraudfunding
2021· article· en· Journal of Business Ethics· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communicationconsensus · none
99
citations
afffundunlabeled
Slack Time and Innovation
2018· article· en· Organization Science· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
95
citations
affno abstractunlabeled
Disentangling Crowdfunding from Fraudfunding
2016· article· en· SSRN Electronic Journal· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
73
citations
affunlabeled
Charitable technologies
2008· article· en· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
72
citations
affaboutunlabeled
Tokenomics: When Tokens Beat Equity
2023· article· en· Management Science· Business, Management and Accounting
distilled prediction:candidate · scholarly_communication+insufficient_payloadconsensus · none
64
citations
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How this was built: Screen · Findings · About