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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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Finance research letters
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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.

164 results · 1 filter active ·
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20052025
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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.
164 works in the cohort · of 4,299,418page 2 of 4

Labels cover 1 of 164 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 164 of 164 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Crowdfunding and sustainable development: A systematic review
Rosella Carè, Rabia Fatima, Paolo Agnese
2025· review· en· Finance research letters· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · none
9
citations
afffundunlabeled
What is behind housing sentiment?
Ernest N. Biktimirov, Tatyana Sokolyk, Anteneh Ayanso
2024· article· en· Finance research letters· Economics, Econometrics and Finance
distilled prediction:candidate · scholarly_communication+insufficient_payloadconsensus · none
9
citations
affno abstractunlabeled
On the nature of mean-variance spanning
C. Sherman Cheung, Clarence C. Y. Kwan, Dean C. Mountain
2008· article· en· Finance research letters· Economics, Econometrics and Finance
distilled prediction:candidate · noneconsensus · none
8
citations
affno abstractunlabeled
The optimal timing of CEO compensation
Pierre Chaigneau
2017· article· en· Finance research letters· Business, Management and Accounting
distilled prediction:candidate · stsconsensus · none
8
citations
afffundno abstractunlabeled
Factor exposure heterogeneity in green and brown stocks
David Ardia, Keven Bluteau, Gabriel Lortie-Cloutier, Thien Duy Tran
2023· article· en· Finance research letters· Economics, Econometrics and Finance
distilled prediction:candidate · noneconsensus · none
8
citations
affno abstractunlabeled
A theory of loan syndication
Paul Schure, David Scoones, Qinghua Gu
2005· article· en· Finance research letters· Economics, Econometrics and Finance
distilled prediction:candidate · noneconsensus · none
7
citations
affno abstractunlabeled
Executive personality and the gender pay gap
Karel Hrazdil, Jiří Novák
2023· article· en· Finance research letters· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
7
citations
affno abstractunlabeled
Corporate financialization and litigation risk
Li Yang, Xiaorong Lin, Xingfan Lei, Ji Ge, Jingyi Guo, Wenxin Xia
2024· article· en· Finance research letters· Economics, Econometrics and Finance
distilled prediction:candidate · insufficient_payloadconsensus · none
7
citations
affno abstractunlabeled
Some stylized facts about bitcoin halving
Mohammadhossein Lashkaripour
2024· article· en· Finance research letters· Computer Science
distilled prediction:candidate · noneconsensus · none
7
citations
affno abstractunlabeled
Investment, Q and epidemic diseases
Daniel Tut
2022· article· en· Finance research letters· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
6
citations
afffundunlabeled
Carbon pricing: Necessary but not sufficient
Sean Cleary, Neal Willcott
2024· article· en· Finance research letters· Economics, Econometrics and Finance
distilled prediction:candidate · insufficient_payloadconsensus · none
6
citations
afffundno abstractunlabeled
A characterization of CAT bond performance indices
Denis‐Alexandre Trottier, Van Son Lai, Frédéric Godin
2018· article· en· Finance research letters· Economics, Econometrics and Finance
distilled prediction:candidate · insufficient_payloadconsensus · none
6
citations
affno abstractunlabeled
Which factors explain African stock returns?
Mohamed Lamine Mbengue, Bara Ndiaye, Oumar Sy
2023· article· en· Finance research letters· Economics, Econometrics and Finance
distilled prediction:candidate · insufficient_payloadconsensus · none
6
citations
afffundno abstractunlabeled
Cash shortfalls in IPO firms
Lei Liu, Gady Jacoby, Xiaoping Song, Steven Xiaofan Zheng
2022· article· en· Finance research letters· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
5
citations
affunlabeled
Do risk preferences drive momentum in cryptocurrencies?
Juliane Proelss, Denis Schweizer, Bastien Buchwalter
2024· article· en· Finance research letters· Economics, Econometrics and Finance
distilled prediction:candidate · insufficient_payloadconsensus · none
4
citations
affno abstractunlabeled
Climate risk and American depositary receipts
Hui‐Jing Li, Chengbo Fu, Qi Zhang
2025· article· en· Finance research letters· Economics, Econometrics and Finance
distilled prediction:candidate · noneconsensus · none
4
citations
fundno affno abstractunlabeled
Public data openness and digital finance development
Yanning Yang, Jing Xie
2025· article· en· Finance research letters· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communicationconsensus · none
3
citations
afffundno abstractunlabeled
Firm-level litigation risk and CEO equity incentives
Ashrafee T Hossain, Najah Attig, Greg Hebb, Mostafa Monzur Hasan
2025· article· en· Finance research letters· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
3
citations
afffundno abstractunlabeled
Is corporate social responsibility priced into Yankee bonds?
Steven X. Zhu, Kelly Nianyun Cai, Hui Zhu
2024· article· en· Finance research letters· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
3
citations

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