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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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Journal of Educational Administration
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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
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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.

70 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.
70 works in the cohort · of 4,299,418page 1 of 2

Labels cover 0 of 70 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 70 of 70 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Why teachers trust school leaders
Victoria Handford, Kenneth Leithwood
2013· article· en· Journal of Educational Administration· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
171
citations
affaboutunlabeled
Evidence‐based leadership development: the 4L framework
Shelleyann Scott, Charles F. Webber
2008· article· en· Journal of Educational Administration· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
88
citations
affaboutunlabeled
Characteristics of effective leadership networks
Kenneth Leithwood, Vera N. Azah
2016· article· en· Journal of Educational Administration· Health Professions
distilled prediction:candidate · noneconsensus · none
81
citations
affunlabeled
Can ethics be learned?
Lyse Langlois, Claire Lapointe
2010· article· en· Journal of Educational Administration· Decision Sciences
distilled prediction:candidate · metaresearch+insufficient_payloadconsensus · none
77
citations
affunlabeled
Mapping principal preparation in Kenya and Tanzania
Brown Onguko, Mohammed Abdalla, Charles F. Webber
2008· article· en· Journal of Educational Administration· Social Sciences
distilled prediction:candidate · noneconsensus · none
72
citations
aboutno affunlabeled
Successful school principalship in small schools
John Ewington, Bill Mulford, Diana Kendall, Bill Edmunds, Lawrie Kendall, Halia Silins
2008· article· en· Journal of Educational Administration· Social Sciences
distilled prediction:candidate · noneconsensus · none
65
citations
affunlabeled
How school districts influence student achievement
Kenneth Leithwood, Jingping Sun, C. Sue McCullough
2019· article· en· Journal of Educational Administration· Social Sciences
distilled prediction:candidate · noneconsensus · none
63
citations
affaboutunlabeled
Principals' succession and educational change
Dean Fink, Carol Brayman
2004· article· en· Journal of Educational Administration· Social Sciences
distilled prediction:candidate · noneconsensus · none
63
citations
affunlabeled
Purpose, passion and play
Sabre Cherkowski, Keith Walker
2016· article· en· Journal of Educational Administration· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · none
51
citations
affunlabeled
New technologies and educative leadership
Charles F. Webber
2003· article· en· Journal of Educational Administration· Social Sciences
distilled prediction:candidate · noneconsensus · none
48
citations
affunlabeled
Letting go while holding on
Hope‐Arlene Fennell
2002· article· en· Journal of Educational Administration· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
27
citations
affunlabeled
Who should rank our journals … and based on what?
Sabre Cherkowski, Russell R. Currie, Sandy Hilton
2012· article· en· Journal of Educational Administration· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
27
citations
affunlabeled
Organisational learning in the “knots”
Tara Fenwick
2007· article· en· Journal of Educational Administration· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
26
citations

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