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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 Retail Behavior Studies
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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.

949 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.
949 works in the cohort · of 4,299,418page 9 of 19

Labels cover 3 of 949 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 949 of 949 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

venueno affunlabeled
The Study of Sales Promotion and Compulsive Buying
Mingming Wang, X Jing
2015· article· en· Journal of Management and Strategy· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
3
citations
affunlabeled
Is multichannel retail marketing integration a panacea?
Guiomar Martín‐Herrán, Simon Pierre Sigué
2024· article· en· Journal of the Operational Research Society· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
3
citations
affunlabeled
The evolution of retailing in India's small towns
Arpita Khare, Michael C. Mayo
2009· article· en· International Journal of Business and Emerging Markets· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
3
citations
venueno affunlabeled
How Does Strong Experiential Marketing Affect the Customer Value?
Ananta Budhi Danurdara, Nurdin Hidayah, Anwari Masatip
2017· article· en· International Journal of Marketing Studies· Business, Management and Accounting
distilled prediction:candidate · metaresearch+scholarly_communicationconsensus · none
3
citations
affno abstractunlabeled
From Browsing to Buying and Beyond: The Needs-Adaptive Shopper Journey Model
Leonard Lee, J. Jeffrey Inman, Jennifer Argo, Utpal M. Dholakia, Timothy J. Gilbride, Koert van Ittersum +6 more
2017· article· en· SSRN Electronic Journal· Business, Management and Accounting
distilled prediction:candidate · sts+scholarly_communicationconsensus · none
3
citations
affaboutunlabeled
Why Best Buy's Dual Brand Strategy Failed in Canada
Juan Valencia Saravia, Shuguang Wang
2016· article· en· The Professional Geographer· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
2
citations
aboutno affunlabeled
A STUDY ON BRAND PERCEPTION OF FMCG GOODS
S Jeevananda
2011· article· en· International Journal of Research in Commerce and Management· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
2
citations
affunlabeled
Modeling Shopper Responses to Retail Digital Signage
Charles Dennis, Andrew Newman, Richard Michon, J. Joško Brakus, Len Tiu Wright
2011· book-chapter· en· Advances in marketing, customer relationship management, and e-services book series· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
2
citations
affunlabeled
Analytical Impact of Digital Marketing on Smart Wearables in India
Devesh Bathla, Raina Ahuja, Shraddha Awasthi, Amrith Santhosh
2022· book-chapter· en· Advances in finance, accounting, and economics book series· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrowconsensus · none
2
citations

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