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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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Sharing Economy and Platforms
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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.

477 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.
477 works in the cohort · of 4,299,418page 9 of 10

Labels cover 2 of 477 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 477 of 477 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
(Re)working for Sustainable Futures: Climate Change and Platform Economies
Ashique Ali Thuppilikkat, Hiu-Fung Chung, Kaushar Mahetaji, Anubha Singh, Nussara Tieanklin, Isabella Jaimes Rodríguez +3 more
2025· article· en· Deep Blue (University of Michigan)· Business, Management and Accounting
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affaboutunlabeled
The Adoption of Voluntary Say-on-Pay
Sylvie Berthelot, Michel Coulmont, Vanessa Serret
2021· preprint· en· HAL (Le Centre pour la Communication Scientifique Directe)· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
The Geography Of Sharing
2019· other· en· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
DESA1002 'Nine Quarter City' - <Van Khanh Phan>
2020· other· en· The Sydney eScholarship Repository (The University of Sydney)· Business, Management and Accounting
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
venueno affunlabeled
Travels in Hypervirtuality
Kyle Davidson
2020· book-chapter· en· Semiotics· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Between sharing and hiding: How consumers shade knowledge
Aron Darmody, Pierre-Yann Dolbec, Mujde Yuksel, Meera Venkatraman
2025· article· en· International Journal of Research in Marketing· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Should I Rent My Condo?
Craig Furfine
2020· article· en· Kellogg School of Management Cases· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
fundno affno abstractunlabeled
Issue Information
2023· paratext· en· Journal of Operations Management· Business, Management and Accounting
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
Conspicuous Consumption
Robert A. Stebbins
2009· book-chapter· en· Palgrave Macmillan UK eBooks· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Music Refrain: One More Time
Crocker H. Liu, Adam Nowak, Robert (1538?-1574). Compositeur White
2023· article· en· eCommons (Cornell University)· Business, Management and Accounting
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
The Cost Of The "Cold-Start" Problem On Airbnb
Florian Dendorfer, Regina Seibel
2024· preprint· en· SSRN Electronic Journal· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Home Depot, Inc.
2005· article· en· Mergent s Dividend Achievers· Business, Management and Accounting
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations

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