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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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Marketing Science
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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
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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.

130 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.
130 works in the cohort · of 4,299,418page 2 of 3

Labels cover 0 of 130 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 130 of 130 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.

afffundunlabeled
Asymmetric Wholesale Pricing: Theory and Evidence
Sourav Ray, Haipeng Chen, Mark Bergen, Daniel Lévy
2006· article· en· Marketing Science· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
55
citations
affunlabeled
Organizational Structure and Gray Markets
Romana L. Autrey, David Soberman
2014· article· en· Marketing Science· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
52
citations
fundno affunlabeled
Competitive Strategy for Open Source Software
Vineet Kumar, Brett R. Gordon, Kannan Srinivasan
2011· article· en· Marketing Science· Computer Science
machine prediction:candidate · noneconsensus · none
48
citations
affunlabeled
Market Structure Across Retail Formats
Karsten T. Hansen, Vishal Singh
2009· article· en· Marketing Science· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
38
citations
affunlabeled
Optimal Reverse-Pricing Mechanisms
Martin Spann, Robert Zeithammer, Gerald Häubl
2010· article· en· Marketing Science· Decision Sciences
machine prediction:candidate · noneconsensus · none
27
citations
affunlabeled
Assessing the Consequences of a Channel Switch
Xinlei Chen, George John, Om Narasimhan
2008· article· en· Marketing Science· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
24
citations
affunlabeled
Profit-Increasing Consumer Exit
Amit Pazgal, David Soberman, Raphael Thomadsen
2013· article· en· Marketing Science· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
20
citations
affunlabeled
Frontiers: Digital Hermits
Jeanine Miklós‐Thal, Avi Goldfarb, Avery Haviv, Catherine E. Tucker
2024· article· en· Marketing Science· Social Sciences
machine prediction:candidate · noneconsensus · none
19
citations
affunlabeled
Preview Provision Under Competition
Xiang Yi, David Soberman
2010· article· en· Marketing Science· Social Sciences
machine prediction:candidate · noneconsensus · none
18
citations
affunlabeled
A Salesforce-Driven Model of Consumer Choice
Bicheng Yang, Tat Y. Chan, Raphael Thomadsen
2019· article· en· Marketing Science· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
18
citations
affunlabeled
History and Country-of-Origin Effects
Nan Chen, Zemin Zhong
2023· article· en· Marketing Science· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
12
citations
fundaboutno affunlabeled
Robust Dynamic Estimation
Olivier Rubel, P. A. Naik
2017· article· en· Marketing Science· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
10
citations

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