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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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Customer churn and segmentation
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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.

197 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.
197 works in the cohort · of 4,299,418page 2 of 4

Labels cover 0 of 197 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 197 of 197 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

venueno affunlabeled
Customer Loyalty as Measure of Competitiveness
2022· article· en· International Journal of Marketing Studies· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
4
citations
affunlabeled
Segmenting the Retail Customers
2022· book-chapter· en· Advances in marketing, customer relationship management, and e-services book series· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+sts+insufficient_payloadconsensus · none
2
citations
affunlabeled
Managing customer value one stage at a time
2010· article· en· RePEc: Research Papers in Economics· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
1
citations
affno abstractunlabeled
Identifying Prime Customers Based on MobileUsage Patterns
2016· book-chapter· en· Lecture notes on data engineering and communications technologies· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrowconsensus · none
1
citations
affno abstractunlabeled
Customer Valuation Theory
2024· book-chapter· en· Palgrave executive essentials· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
1
citations
venueno affunlabeled
10.51847/plzQnBapxI
2000· article· en· Time to knit· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
1
citations
aboutno affunlabeled
Target: The Challenge of Data Mining
2013· article· en· Journal of critical incidents· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
1
citations
affunlabeled
Modeling daily guest count prediction
2017· article· en· Big Data and Information Analytics· Business, Management and Accounting
distilled prediction:candidate · scholarly_communicationconsensus · scholarly_communication
1
citations
affunlabeled
Profit Mining
2005· book-chapter· en· IGI Global eBooks· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
1
citations
affno abstractunlabeled
Search Engine
2018· book-chapter· en· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations

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