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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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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
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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.

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 1 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 teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Why Not Share Rather Than Own?
Russell W. Belk
2007· article· en· The Annals of the American Academy of Political and Social Science· Business, Management and Accounting
distilled prediction:candidate · stsconsensus · none
808
citations
affunlabeled
The phenomena of overtourism: a review
Rachel Dodds, Richard Butler
2019· review· en· International Journal of Tourism Cities· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
370
citations
aboutno affunlabeled
Progress on Airbnb: a literature review
Daniel Guttentag
2019· review· en· Journal of Hospitality and Tourism Technology· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrowconsensus · none
302
citations
affno abstractunlabeled
What managers should know about the sharing economy
Mohammad Reza Habibi, Alexander Davidson, Michel Laroche
2016· article· en· Business Horizons· Business, Management and Accounting
distilled prediction:candidate · scholarly_communication+insufficient_payloadconsensus · insufficient_payload
255
citations
affunlabeled
Use of dynamic pricing strategies by Airbnb hosts
Chris Gibbs, Daniel Guttentag, Ulrike Gretzel, Lan Yao, Jym Morton
2017· article· en· International Journal of Contemporary Hospitality Management· Business, Management and Accounting
distilled prediction:candidate · scholarly_communicationconsensus · none
198
citations
affno abstractunlabeled
Collaborative Consumption: Conceptual Snapshot at a Buzzword
Myriam Ertz, Fabien Durif, Manon Arcand
2016· article· en· SSRN Electronic Journal· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
147
citations
affunlabeled
Sharing economies: moving beyond binaries in a digital age
Anna Davies, Betsy Donald, Mia Gray, Janelle Knox‐Hayes
2017· article· en· Cambridge Journal of Regions Economy and Society· Business, Management and Accounting
distilled prediction:candidate · scholarly_communicationconsensus · none
124
citations
afffundunlabeled
The Construction of Platform Imperialism in the Globalization Era
Dal Yong Jin
2013· article· en· tripleC Communication Capitalism & Critique Open Access Journal for a Global Sustainable Information Society· Business, Management and Accounting
distilled prediction:candidate · sts+scholarly_communicationconsensus · scholarly_communication
119
citations
affaboutunlabeled
Persons with Disabilities
Stefan Gröschl
2005· article· en· Cornell Hotel and Restaurant Administration Quarterly· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
81
citations
affunlabeled
How to Grow the Sharing Economy? Create Prosumers!
Bodo Lang, Elsamari Botha, Jeandri Robertson, Joya A. Kemper, Rebecca Dolan, Jan Kietzmann
2020· article· en· Australasian Marketing Journal (AMJ)· Business, Management and Accounting
distilled prediction:candidate · scholarly_communicationconsensus · none
61
citations
aboutno affunlabeled
The antecedents of perceived value in the Airbnb context
Aubrey Stollery, Soo Hyun Jun
2017· article· en· Asia Pacific Journal of Innovation and Entrepreneurship· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
60
citations
affunlabeled
Who Shares? Profiling Consumers in the Sharing Economy
Sean Sands, Carla Ferraro, Colin Campbell, Jan Kietzmann, Vasiliki Andonopoulos
2020· article· en· Australasian Marketing Journal (AMJ)· Business, Management and Accounting
distilled prediction:candidate · scholarly_communication+insufficient_payloadconsensus · none
59
citations
affunlabeled
THOUGHTS ON THE SHARING ECONOMY
Timm Teubner
2014· article· en· Web Based Communities· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
54
citations
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