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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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Springer proceedings in business 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.

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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.

51 results · 1 filter active ·
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20152025
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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.
51 works in the cohort · of 4,299,418page 1 of 2

Labels cover 0 of 51 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 51 of 51 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Productivity and Inequality
William H. Greene, Lynda Khalaf, Paul Makdissi, Robin C. Sickles, Michael R. Veall, Marcel Voia
2018· book· en· Springer proceedings in business and economics· Social Sciences
distilled prediction:candidate · metaepi_narrowconsensus · none
13
citations
affno abstractunlabeled
Managing Complexity
Jocelyn Bellemare, Serge Carrier, Kjeld Nielsen, Frank T. Piller
2016· book· en· Springer proceedings in business and economics· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrowconsensus · none
9
citations
affno abstractunlabeled
Dynamic Technical Efficiency
Lynda Khalaf, Charles J. Saunders
2015· book-chapter· en· Springer proceedings in business and economics· Economics, Econometrics and Finance
distilled prediction:candidate · metaepi_narrowconsensus · none
2
citations
affno abstractunlabeled
European Works Councils in the Airline Industry
Stephen J. Havlovic
2020· book-chapter· en· Springer proceedings in business and economics· Social Sciences
distilled prediction:candidate · noneconsensus · none
2
citations
affno abstractunlabeled
Leadership Main Styles in the Context of Digital Transformation
Maytê Pietrobelli de Souza, Joseane Pontes, Elaine Mosconi, Fernanda Tavares Treinta
2024· book-chapter· en· Springer proceedings in business and economics· Social Sciences
distilled prediction:candidate · noneconsensus · none
2
citations
affno abstractunlabeled
Women Entrepreneurs in African Countries
Andrea E. Smith‐Hunter, Daniel Robeson, Gabrielle C. Hunter
2023· book-chapter· en· Springer proceedings in business and economics· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrowconsensus · none
1
citations
affno abstractunlabeled
Quality for Sustainability (Q4S)—The Case of Sweden
Raine Isaksson, Rickard Garvare, Stanislav Karapetrović, Christina Mauléon, Cory Searcy, Gérson Tontini
2025· book-chapter· en· Springer proceedings in business and economics· Environmental Science
distilled prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Sleepiness Decreases Preference for Mass-Market Brands
Narayanan Janakiraman, Manhui Jin, Zhiyong Yang, Ashesh Mukherjee
2025· book-chapter· en· Springer proceedings in business and economics· Psychology
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affno abstractunlabeled
Introduction
Kakali Mukhopadhyay
2018· book-chapter· en· Springer proceedings in business and economics· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
European Works Councils in the Hotel Industry
Stephen J. Havlovic
2019· book-chapter· en· Springer proceedings in business and economics· Social Sciences
distilled prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Challenges in Construction of Regional Accounts in India
P. Bhanumati, Kakali Mukhopadhyay
2018· book-chapter· en· Springer proceedings in business and economics· Economics, Econometrics and Finance
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations

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