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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
Evidence
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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 16 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.

venueno affno abstractunlabeled
Panorama: BBN Participation in SM-KBP 2019.
Sancar Adali, Roger Bock, Daniel Ellard, Joshua Fasching, John Greve, Ilana Heintz +5 more
2019· article· en· Theory and applications of categories· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Mobile Banking-A Strategic Assessment
Sunny Marche, Carolyn Watters
2011· book-chapter· en· IGI Global eBooks· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Agent, User, Peer
Professor Reda Alhajj, Professor Jon Rokne
2014· book-chapter· en· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
The Netflix Effect in Canada
Marilyn Terzic
2023· book-chapter· en· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
Crowdfunding and Risk
2023· article· en· Econstor (Econstor)· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Index
2016· paratext· en· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
How Do Banks Interact with Fintech Startups
Lars Hornuf, Milan Frederik Klus, Todor Stefan Lohwasser, Armin Schwienbacher
2018· preprint· en· RePEc: Research Papers in Economics· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communication+research_integrityconsensus · none
0
citations
venueno affunlabeled
EXPLAINING THE USE OF P2P LENDING PLATFORMS IN CHINA
Xiaohong Huang, Jian Jiao, Maria‐Eugenia Iacob
2018· article· en· The Journal of Internet Banking and Commerce· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Minitrack: "Online Communities in the Digital Economy"
Ulrike Lechner, Blair Nonnecke, Petra Schubert
2005· article· en· Business, Management and Accounting
distilled prediction:candidate · scholarly_communication+insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
To Attract Crowdfunding, Mystify Them With Your Logo
Ammara Mahmood, Jonathan Luffarelli, Mudra Mukesh
2020· article· en· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
r
2012· article· en· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Community Commons: Bridging Social Infrastructure
Michelle Friesen
2024· preprint· en· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · none
0
citations
affunlabeled
Loan Approval Prediction by Machine Learning Algorithm
Mahamudul Hasan, M. Sarkar
2025· preprint· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communication+research_integrity+insufficient_payloadconsensus · metaepi_narrow+insufficient_payload
0
citations
aboutno affunlabeled
Community Commons: Bridging Social Infrastructure
Michelle Friesen
2024· preprint· en· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · none
0
citations
affunlabeled
Fintech Innovation in Green Finance
Shraddha Verma, Satendra Kumar Yadav
2025· book-chapter· ng· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations

How this was built: Screen · Findings · About