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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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Teacher Education and Leadership 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
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venuejournal
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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.

2,278 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.
2,278 works in the cohort · of 4,299,418page 3 of 46

Labels cover 9 of 2,278 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 2,278 of 2,278 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

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
affno abstractunlabeled
Pedagogical Pleasures
Tom Gougeon
2018· article· en· Journal of educational thought.· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
71
citations
aboutno affunlabeled
The Self-Transforming School
Brian J. Caldwell, Jim M. Spinks
2013· book· en· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
65
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
aboutno affunlabeled
Empowering teacher leadership: a cross-country study
Clelia Pineda Báez, Cheryl Bauman, Dorothy Andrews
2019· article· en· International Journal of Leadership in Education· Social Sciences
distilled prediction:candidate · noneconsensus · none
56
citations
aboutno affunlabeled
Constructing Teacher Identities
Nicole Mockler
2022· book· en· Bloomsbury Publishing Plc eBooks· Social Sciences
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+research_integrity+insufficient_payloadconsensus · none
55
citations
affunlabeled
Emotional Geographies of Teaching
Andy Hargreaves
2001· article· en· Teachers College Record The Voice of Scholarship in Education· Social Sciences
distilled prediction:candidate · noneconsensus · none
53
citations
aboutno affunlabeled
Does Management Matter in Schools
Nicholas Bloom, Renata Lemos, Raffaella Sadun, John Van Reenen
2014· preprint· en· National Bureau of Economic Research· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
49
citations

How this was built: Screen · Findings · About