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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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Accounting Education and Careers
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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.

333 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.
333 works in the cohort · of 4,299,418page 4 of 7

Labels cover 1 of 333 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 333 of 333 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.

affno abstractunlabeled
A creative accounting
Mike Holderness
2015· article· en· The New Scientist· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
1
citations
aboutno affunlabeled
MARCH 2012 PLACEMENT ADS
2012· article· en· The Accounting Review· Business, Management and Accounting
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
1
citations
venueno affunlabeled
MLA Regional Journals: Accountability, Innovation
Laurence Roth
2007· article· en· Journal of Scholarly Publishing· Business, Management and Accounting
machine prediction:candidate · scholarly_communicationconsensus · none
1
citations
affvenueunlabeled
Jack's Sports Bar
Douglas Kalesnikoff
2020· article· en· Accounting Perspectives· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
1
citations
affvenueunlabeled
Holliston Helping Hands
Douglas Kalesnikoff, Suresh Kalagnanam, Vince Bruni‐Bossio
2015· article· en· Accounting Perspectives· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
1
citations
venueno affunlabeled
The Development of Accounting Data Analytics Curriculum
Cindy Durtschi, Tawei Wang Cindy Durtschi
2020· article· en· International Journal of Computer Auditing· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
1
citations

How this was built: Screen · Findings · About