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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
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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 2 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.

affno abstractunlabeled
Sharing Economy
2019· book· en· Springer series in supply chain management· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
51
citations
aboutno affunlabeled
Kiosks in retailing: the quiet revolution
2003· article· en· International Journal of Retail & Distribution Management· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
47
citations
affaboutunlabeled
From "Stroller-Stalker" to "Momancer"
2013· article· en· Journal of Leisure Research· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
46
citations
afffundunlabeled
World cities of ride-hailing
2020· article· en· Urban Geography· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
33
citations
affunlabeled
Gigs, Side Hustles, Freelance: What Work Means in the Platform Economy City/ Blight or Remedy: Understanding Ridehailing’s Role in the Precarious “Gig Economy”/ Labour, Gender and Making Rent with Airbnb/ The Gentrification of ‘Sharing’: From Bandit Cab to Ride Share Tech/ The ‘Sharing Economy’? Precarious Labor in Neoliberal Cities/ Where Is Economic Development in the Platform City?/ Shared Economy: WeWork or We Work Together
2019· article· en· Planning Theory & Practice· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communicationconsensus · none
32
citations
affunlabeled
Pluralizing the 'Sharing' Economy
2016· article· en· eYLS (Yale Law School)· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
27
citations
afffundvenueaboutunlabeled
Innovation in Knowledge Intensive Business Services (KIBS)
2019· article· en· Canadian Journal of Administrative Sciences / Revue Canadienne des Sciences de l Administration· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
22
citations
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