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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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Digital Platforms and Economics
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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
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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.

843 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.
843 works in the cohort · of 4,299,418page 2 of 17

Labels cover 3 of 843 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 843 of 843 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.

affunlabeled
Platform Siphoning: Ad-Avoidance and Media Content
Simon P. Anderson, Joshua S. Gans
2011· article· en· American Economic Journal Microeconomics· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
87
citations
affno abstractunlabeled
Digital Platforms and Antitrust
Geoffrey Parker, Georgios Petropoulos, Marshall Van Alstyne
2020· article· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
74
citations
affunlabeled
A Demand System Approach to Asset Pricing
Ralph S. J. Koijen, Motohiro Yogo
2015· report· en· National Bureau of Economic Research· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
73
citations
fundno affunlabeled
The Politics of Platform Regulation
Robert Gorwa
2024· book· en· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
72
citations
affunlabeled
Competing data intermediaries
Shota Ichihashi
2021· article· en· The RAND Journal of Economics· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
71
citations
affno abstractunlabeled
Antitrust Limits on Startup Acquisitions
Erik Hovenkamp
2020· article· en· Review of Industrial Organization· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
67
citations
affunlabeled
Business Model Research: Past, Present, and Future
Yuliya Snihur, Gideon D. Markman
2023· article· en· Journal of Management Studies· Business, Management and Accounting
machine prediction:candidate · metaresearchconsensus · none
61
citations
affunlabeled
Competing Matchmakers: An Experimental Analysis
Tanjim Hossain, Dylan Minor, John Morgan
2011· article· en· Management Science· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
57
citations
venueno affunlabeled
How Consumers Pay: Adoption and Use of Payments
Scott Schuh, Joanna Stavins
2013· article· en· Accounting and Finance Research· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
50
citations
affno abstractunlabeled
Platform Siphoning: Ad-Avoidance and Media Content
Simon P. Anderson, Joshua S. Gans
2011· article· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
49
citations
affunlabeled
Extended Generativity Theory on Digital Platforms
Daniel Fürstenau, Abayomi Baiyere, Kai Schewina, Matthias Schulte‐Althoff, Hannes Rothe
2023· article· en· Information Systems Research· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
49
citations
affunlabeled
Platform Competition in Telecommunications
Jeffrey Church, Neil Gandal
2004· article· en· RePEc: Research Papers in Economics· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
49
citations
affunlabeled
Does Service Bundling Reduce Churn?
Jeffrey Prince, Shane Greenstein
2014· article· en· Journal of Economics & Management Strategy· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
49
citations
affunlabeled
Transparency of Behavior-Based Pricing
Xi Li, Krista J. Li, Xin Wang
2019· article· en· Journal of Marketing Research· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
47
citations
affunlabeled
When Is Pure Bundling Optimal?
Nima Haghpanah, Jason D. Hartline
2020· article· en· The Review of Economic Studies· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
45
citations

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