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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 14 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
Financial Technology
Marcela Alveno, Diego Sebastian Gironda, Valeria Giraldo, Carlos Zamarrón, Paula Paez
2024· book-chapter· en· Advances in finance, accounting, and economics book series· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
KINGSWAY FINANCIAL SVCS INC
Dan Linh
2023· dataset· en· 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
Adtech Services, L.L.C.
Jeremy Freedman
2011· article· en· /meta-tags/· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractunlabeled
Roku, Inc.: Initial Public Offering
Marc L. Lipson, Ting Xu
2019· article· en· SSRN Electronic Journal· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
Editorial: Special issue on risk sharing
An Chen, Steven Vanduffel, Ruodu Wang
2025· article· en· Astin Bulletin· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
المشاكل القانونية التي تواجه تنظيم التكنولوجيا الرقمية ((دراسة تطبيقية على بعض الدول المتطورة))
عبير القاضي
2013· article· ar· DOAJ (DOAJ: Directory of Open Access Journals)· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaepi_narrow+scholarly_communication+open_science+insufficient_payload
0
citations
aboutno affunlabeled
Guide du cyberconsommateur
Ministère De La Culture Et Des Communications Du Québec
2002· article· fr· Papyrus : Institutional Repository (Université de Montréal)· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+sts+insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
CONSIDERATIONS REGARDING FINANCIAL STABILITY
Mercea Patricia Amalia
2018· article· en· Annals - Economy Series· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
venueno affno abstractunlabeled
Social Media and Open Source: Worlds Apart?
Aaran Duncan, Glenn H. McKnight
2009· article· en· ˜The œopen source business resource· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communicationconsensus · none
0
citations
venueno affno abstractunlabeled
Leave It: Moneyball
Mitchell Nathanson
2025· article· en· Nine· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affaboutunlabeled
Fintech In Canada
Ryan Clements
2019· article· en· SSRN Electronic Journal· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Taming the Invoice Tangle
Lauren Bielski
2001· article· en· ABA banking journal· Business, Management and Accounting
distilled prediction:candidate · scholarly_communicationconsensus · none
0
citations
affunlabeled
Central America
Rodrigo Romero, Luciana Gamarra Laguna, Hamed Taherdoost
2024· book-chapter· en· Advances in finance, accounting, and economics book series· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations

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