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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
Evidence
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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 6 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
Gig Economy Worker
Herman Fassou Haba
2023· book-chapter· en· Advances in business strategy and competitive advantage book series· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
1
citations
affno abstractunlabeled
Personal digital assistants.
Barrie McCombs
2004· article· fr· PubMed· Business, Management and Accounting
distilled prediction:candidate · scholarly_communication+insufficient_payloadconsensus · none
1
citations
affno abstractunlabeled
Test Review: The Dominic Interactive
Karen K. Hardoon, Jeffrey L. Derevensky
2002· article· en· Canadian Journal of School Psychology· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
1
citations
affno abstractunlabeled
Do Lower-Quality Images Lead to Higher Demand on Airbnb?
Shunyuan Zhang, Nitin Mehta, Param Vir Singh, Kannan Srinivasan
2023· article· en· SSRN Electronic Journal· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
1
citations
affunlabeled
Anti-Utilitarian Market Approach: An Essay on Collaborative Consumption
Felipe Gerhard, Ana Augusta Ferreira de Freitas, Raoul Graf
2022· article· pt· ReMark - Revista Brasileira de Marketing· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+insufficient_payloadconsensus · none
1
citations
affunlabeled
Reengineering the Sharing Economy
Rashmi Dyal-Chand, Babak Heydari
2023· book· en· Cambridge University Press eBooks· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrowconsensus · none
1
citations
affno abstractunlabeled
Survey Research
V. Kumar
2024· book-chapter· en· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
1
citations
fundno affunlabeled
Collaborative and creative consumption
Myriam Ertz, Gautier Georges Yao Quenum
2025· book-chapter· en· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
1
citations
affunlabeled
Collaborative consumption enthusiasts: are they responsible consumers?
Myriam Ertz, Agnès François-Lecompte, Fabien Durif
2018· preprint· en· HAL (Le Centre pour la Communication Scientifique Directe)· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · insufficient_payload
1
citations
aboutno affunlabeled
Estimating the impact of Airbnb on hotels in Toronto
2016· dissertation· en· DSpace@MIT (Massachusetts Institute of Technology)· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrowconsensus · none
1
citations
fundno affunlabeled
Collaborative fashion consumption
Samira Iran
2018· dissertation· en· DepositOnce· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations

How this was built: Screen · Findings · About