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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.

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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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Service and Product Innovation
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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
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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.

402 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.
402 works in the cohort · of 4,299,418page 2 of 9

Labels cover 3 of 402 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 402 of 402 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Characterizing organizations as service systems
2012· article· en· Human Factors and Ergonomics in Manufacturing & Service Industries· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrowconsensus · none
34
citations
affunlabeled
Value creation mechanisms of business models
2018· article· en· The International Journal of Entrepreneurship and Innovation· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
30
citations
affunlabeled
Journal of Macromarketing Special Issue
2013· article· en· Journal of Macromarketing· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
27
citations
venueno affunlabeled
Sustainable Product-Service System
2014· article· en· International Business Research· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
19
citations
affgemma · bibliometricsgpt · bibliometricsmodels split
A multi-method bibliometric review of value co-creation research
2023· article· en· Management Research Review· Business, Management and Accounting
distilled prediction:candidate · metaresearch+bibliometrics+insufficient_payloadconsensus · bibliometrics+insufficient_payload
18
citations
affno abstractunlabeled
A Multilayer Framework for Service System Analysis
2018· book-chapter· en· Service science: research and innovations in the service economy· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+bibliometrics+sts+scholarly_communication+insufficient_payloadconsensus · none
17
citations
affunlabeled
Co-Creation
2024· article· en· Encyclopedia· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
16
citations
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How this was built: Screen · Findings · About