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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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International Journal of Retail & Distribution Management
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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.

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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.

44 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.
44 works in the cohort · of 4,299,418page 1 of 1

Labels cover 0 of 44 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 44 of 44 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
The art and science of retail location decisions
Tony Hernández, David Bennison
2000· article· en· International Journal of Retail & Distribution Management· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
194
citations
affaboutunlabeled
The shopping experience of female fashion leaders
Richard Michon, Hong Yu, Donna Smith, Jean‐Charles Chebat
2007· article· en· International Journal of Retail & Distribution Management· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
91
citations
affunlabeled
Pull factors of the shopping malls: an empirical study
Cristina Calvo-Porral, Jean-Pierre Lévy-Mangín
2018· article· en· International Journal of Retail & Distribution Management· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
74
citations
affunlabeled
Lessons learned from the world’s best retailers
Stephen J. Arnold
2002· article· en· International Journal of Retail & Distribution Management· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
56
citations
aboutno affunlabeled
Kiosks in retailing: the quiet revolution
Jennifer Rowley, Frances Slack
2003· article· en· International Journal of Retail & Distribution Management· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
47
citations
affaboutunlabeled
Downtowns in transition
Tony Hernández, Ken Jones
2005· article· en· International Journal of Retail & Distribution Management· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
44
citations
affaboutunlabeled
Canadian e‐commerce
Wieslaw Michalak, Ken Jones
2003· article· en· International Journal of Retail & Distribution Management· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
14
citations
aboutno affunlabeled
Anchor‐store quality in malls: an economic analysis
Ravi Shanmugam
2013· article· en· International Journal of Retail & Distribution Management· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
13
citations
affunlabeled
Being a retailer: narratives not on display
Damian Ruth, Frances Gunn, Jonathan Elms
2021· article· en· International Journal of Retail & Distribution Management· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
8
citations
affaboutunlabeled
Towards professionalising Canadian retail management careers
Frances Gunn, Anna Cappuccitti, Seung Hwan Lee
2020· article· en· International Journal of Retail & Distribution Management· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
6
citations
affunlabeled
Moneychangers: an appraisal of their service
Philip Gerrard, John Cunningham
2005· article· en· International Journal of Retail & Distribution Management· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations

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