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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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Consumer Behavior in Brand Consumption and Identification
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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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The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

1,449 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.
1,449 works in the cohort · of 4,299,418page 22 of 29

Labels cover 1 of 1,449 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 1,449 of 1,449 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
Introduction
Aparna Sundar, Hélène Deval
2020· article· en· Interdisciplinary Journal of Signage and Wayfinding· Business, Management and Accounting
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
1
citations
affunlabeled
Consumer Culture Theory et Marketing
Benoît Cordelier
2010· article· fr· Communication et organisation· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
Three Dichotomies of Luxury Consumption in Russia
Gregory J. Kivenzor, Roy Toffoli
2015· book-chapter· en· Developments in marketing science: proceedings of the Academy of Marketing Science· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
1
citations
venueno affunlabeled
Branding an Important Step in Business Success
Behzad Jafari, Forough Behnam Far, Abolfazl Babaei, Maryam Faraji
2016· article· en· Modern Applied Science· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
1
citations
affunlabeled
Consumer Rebates: Current Issues and Research
Timothy J. Silk
2010· other· en· Wiley International Encyclopedia of Marketing· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
1
citations
aboutno affunlabeled
Segmenting internet users using emotions
George Christodoulides, Nina Michaelidou, Nikoletta‐Theofania Siamagka
2011· book-chapter· en· BIROn (Birkbeck, University of London)· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
1
citations
affunlabeled
Consumer cultural identity: a comment
Nicolas Papadopoulos
2019· article· en· International Marketing Review· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
Digi & the Metaverse
Aishwarya Arora, Russell W. Belk, Santosh K. Patra
2023· book-chapter· en· Business, Management and Accounting
machine prediction:candidate · insufficient_payloadconsensus · none
1
citations
venueno affunlabeled
Global Brand Identity as a Network of Localized Meanings
Elizabeth Susanti Gunawan, Paul van den Hoven
2017· article· en· International Journal of Marketing Studies· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
When Brand Value Meets Customer Value
V. Kumar
2024· book-chapter· en· Palgrave executive essentials· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
Mexican Consumers in a Cross Cultural and Intra Cultural Perspective
Héctor B. Escalona‐Buendía, Aurora Pintor‐Jardines, Sergio Erick García‐Barrón, Angélica Romero‐Medina, Rosa Pilar Carmona-Escutia
2025· book-chapter· en· Elsevier eBooks· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
1
citations

How this was built: Screen · Findings · About