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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.

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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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Managerial Auditing Journal
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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.

62 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.
62 works in the cohort · of 4,299,418page 1 of 2

Labels cover 0 of 62 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 62 of 62 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
The determinants of audit report lag: a meta-analysis
Giselle Durand
2018· article· en· Managerial Auditing Journal· Business, Management and Accounting
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+scholarly_communication+insufficient_payloadconsensus · none
162
citations
affunlabeled
Employing generalized audit software in the financial services sector
Roger Debreceny, Sook‐Leng Lee, Willy. Neo, Jocelyn Shuling. Toh
2005· article· en· Managerial Auditing Journal· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · none
134
citations
affunlabeled
Evidence of the audit expectation gap in Singapore
Peter Best, Sherrena Buckby, Clarice Tan
2001· article· en· Managerial Auditing Journal· Business, Management and Accounting
distilled prediction:candidate · metaresearchconsensus · none
128
citations
affunlabeled
Audit quality and COVID-19 restrictions
Sabrina Gong, Nam Ho, Justin Yiqiang Jin, Kiridaran Kanagaretnam
2022· article· en· Managerial Auditing Journal· Business, Management and Accounting
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+scholarly_communication+insufficient_payloadconsensus · none
79
citations
affaboutunlabeled
Audit committee characteristics and tax aggressiveness
Manon Deslandes, Anne Fortin, Suzanne Landry
2019· article· en· Managerial Auditing Journal· Business, Management and Accounting
distilled prediction:candidate · scholarly_communication+insufficient_payloadconsensus · insufficient_payload
77
citations
affunlabeled
Internal audit: from effectiveness to organizational significance
Mélanie Roussy, Odile Barbe, Sophie Raimbault
2020· article· en· Managerial Auditing Journal· Business, Management and Accounting
distilled prediction:candidate · metaresearch+metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · insufficient_payload
68
citations
affaboutunlabeled
Auditors general's universe revisited
Danielle Morin
2008· article· en· Managerial Auditing Journal· Social Sciences
distilled prediction:candidate · sts+insufficient_payloadconsensus · none
67
citations
affunlabeled
Generic audit of management systems: fundamentals
Stanislav Karapetrović, Walter Willborn
2000· article· en· Managerial Auditing Journal· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
65
citations
aboutno affunlabeled
Corporate governance and compliance with IFRS 7
Yosra Mnif, Oumaima Znazen
2020· article· en· Managerial Auditing Journal· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communicationconsensus · none
35
citations
affunlabeled
Culture and corporate voluntary reporting
Monir Mir, Bikram Chatterjee, Abu Shiraz Rahaman
2009· article· en· Managerial Auditing Journal· Business, Management and Accounting
distilled prediction:candidate · metaresearch+metaepi_narrow+scholarly_communicationconsensus · none
32
citations
aboutno affunlabeled
Internal auditing in the Americas
Priscilla Burnaby, Susan Hass
2011· article· en· Managerial Auditing Journal· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · insufficient_payload
30
citations
affunlabeled
Salary perception and career prospects in audit firms
Ahmad Hammami, Rucsandra Moldovan, Elisabeth Peltier
2020· article· en· Managerial Auditing Journal· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communicationconsensus · none
18
citations
affunlabeled
Audit negotiations
Carolyn MacTavish
2018· article· en· Managerial Auditing Journal· Business, Management and Accounting
distilled prediction:candidate · sts+scholarly_communication+insufficient_payloadconsensus · insufficient_payload
10
citations
aboutno affunlabeled
Auditor liability to third parties: an international focus
Carl Pacini, William Hillison, David Sinason
2000· article· en· Managerial Auditing Journal· Economics, Econometrics and Finance
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
10
citations
affunlabeled
Auditee’s payout policies: does audit quality matter?
Mohammad Hendijani Zadeh
2022· article· en· Managerial Auditing Journal· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+insufficient_payloadconsensus · insufficient_payload
9
citations
affunlabeled
Perennial self‐audit: model and applications
Zhijiang Ni, Stanislav Karapetrović
2003· article· en· Managerial Auditing Journal· Business, Management and Accounting
distilled prediction:candidate · scholarly_communicationconsensus · none
8
citations
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