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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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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
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.

402 results · 1 filter active ·
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20002025
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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.
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. 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
Service-dominant logic and the festival experience
Christine M. Van Winkle, Jill Bueddefeld
2016· article· en· International Journal of Event and Festival Management· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
35
citations
affunlabeled
Characterizing organizations as service systems
Kelly Lyons, Stephen Tracy
2012· article· en· Human Factors and Ergonomics in Manufacturing & Service Industries· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
34
citations
affunlabeled
Value creation mechanisms of business models
Vladyslav Biloshapka, Oleksiy Osiyevskyy
2018· article· en· The International Journal of Entrepreneurship and Innovation· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
30
citations
affunlabeled
Journal of Macromarketing Special Issue
Mike Lee, Hélène Cherrier, Russell W. Belk
2013· article· en· Journal of Macromarketing· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
27
citations
affunlabeled
Best practices in social marketing among Aboriginal people
Judith Madill, Libbie Wallace, Karine Goneau-Lessard, Robb Stuart MacDonald, Céline Dion
2014· article· en· Journal of Social Marketing· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
23
citations
venueno affunlabeled
Sustainable Product-Service System
Joshua Centenera, Maruf Hasan
2014· article· en· International Business Research· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
19
citations
affgemma · bibliometricsgpt · bibliometricsmodels split
A multi-method bibliometric review of value co-creation research
Sumit Saxena, Amritesh Amritesh, Subhas C. Mishra, Bhasker Mukerji
2023· article· en· Management Research Review· Business, Management and Accounting
machine prediction:candidate · bibliometricsconsensus · none
18
citations
affno abstractunlabeled
A Multilayer Framework for Service System Analysis
Robert Frost, Michael Cheng, Kelly Lyons
2018· book-chapter· en· Service science: research and innovations in the service economy· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
17
citations
affunlabeled
Co-Creation
Myriam Ertz
2024· article· en· Encyclopedia· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
16
citations

How this was built: Screen · Findings · About