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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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Advances in educational marketing, administration, and leadership book series
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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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The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

100 results · 1 filter active ·
Results by year
20112024
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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.
100 works in the cohort · of 4,299,418page 1 of 2

Labels cover 0 of 100 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 100 of 100 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Riding the Fourth Wave
Andrea S. Webb
2020· book-chapter· en· Advances in educational marketing, administration, and leadership book series· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
8
citations
affunlabeled
Overcoming Challenges to Impactful SoTL
Sherry Fukuzawa, Dianne Ashbourne, Fiona Rawle
2020· book-chapter· en· Advances in educational marketing, administration, and leadership book series· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
7
citations
affunlabeled
Learning through Teaching
Patricia Cranton, Laurence Robert Cohen
2013· book-chapter· en· Advances in educational marketing, administration, and leadership book series· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
7
citations
affunlabeled
Enhancing Project-Based Learning With a GenAI Tool Based on Retrieval
Jerry Ryan David Gustafson, Gaganpreet Jhajj, Xiaokun Zhang, Fuhua Lin
2024· book-chapter· en· Advances in educational marketing, administration, and leadership book series· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
6
citations
affaboutunlabeled
Making SoTL Stick
Mandy Frake-Mistak, Heidi L. Marsh, Geneviève Maheux-Pelletier
2020· book-chapter· en· Advances in educational marketing, administration, and leadership book series· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
6
citations
affunlabeled
Belonging and Legitimacy for French Language Teachers
Mimi Masson, Simone Ellene Cote
2024· book-chapter· en· Advances in educational marketing, administration, and leadership book series· Arts and Humanities
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
5
citations
affunlabeled
Learning and Satisfaction in Online Communities of Inquiry
Zehra Akyol, D. Randy Garrison
2011· book-chapter· en· Advances in educational marketing, administration, and leadership book series· Social Sciences
distilled prediction:candidate · metaepi_narrowconsensus · none
5
citations
affaboutunlabeled
The Google Online Marketing Challenge
Sven Tuzovic, Lyle Wetsch, Jamie Murphy
2011· book-chapter· en· Advances in educational marketing, administration, and leadership book series· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
4
citations
affunlabeled
The Evolving Discourse of the Purpose of Higher Education
Mary Runté, Robert Runté
2016· book-chapter· en· Advances in educational marketing, administration, and leadership book series· Social Sciences
distilled prediction:candidate · sts+insufficient_payloadconsensus · none
4
citations
affunlabeled
Impact Investing
Chen Liu
2019· book-chapter· en· Advances in educational marketing, administration, and leadership book series· Economics, Econometrics and Finance
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
3
citations
affaboutunlabeled
Inclusive Education
Katherine Maxwell
2024· book-chapter· en· Advances in educational marketing, administration, and leadership book series· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
2
citations
affunlabeled
Observational Research on the Work of School Principals
Katina Pollock
2016· book-chapter· en· Advances in educational marketing, administration, and leadership book series· Social Sciences
distilled prediction:candidate · sts+insufficient_payloadconsensus · none
2
citations
affaboutunlabeled
Overcoming Racism and Discrimination
Elena Tran, Thu Thi-Kim Le
2024· book-chapter· en· Advances in educational marketing, administration, and leadership book series· Arts and Humanities
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
2
citations
affunlabeled
AI as an Accessibility Tool
Brenda McDermott
2024· book-chapter· en· Advances in educational marketing, administration, and leadership book series· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
2
citations
affunlabeled
The Cumbersome Burden of Translating Policy Into Practice
Suman Rath, Inna Stepaniuk
2023· book-chapter· en· Advances in educational marketing, administration, and leadership book series· Psychology
distilled prediction:candidate · metaepi_narrowconsensus · none
2
citations
affunlabeled
Situation Selection
Cameron Hauseman
2019· book-chapter· en· Advances in educational marketing, administration, and leadership book series· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
2
citations
affunlabeled
Overcoming Size and Subject Bias in Rankings
Simon Michael Pratt
2016· book-chapter· en· Advances in educational marketing, administration, and leadership book series· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
1
citations
affunlabeled
Teachers as Researchers
Patricia Cranton
2022· book-chapter· en· Advances in educational marketing, administration, and leadership book series· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
1
citations
affunlabeled
Reimagining Education
Mahati Kopparla, Aditi Pathak
2021· book-chapter· en· Advances in educational marketing, administration, and leadership book series· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
1
citations
affunlabeled
Expanding Access While Narrowing Outcomes
Grace Karram Stephenson, Shakina Rajendram
2017· book-chapter· en· Advances in educational marketing, administration, and leadership book series· Social Sciences
distilled prediction:candidate · metaepi_narrow+sts+insufficient_payloadconsensus · none
1
citations
affaboutunlabeled
Work-Integrated Learning
Ross H. Humby, Rob Eirich, Julie Gathercole, Dave Gaudet
2021· book-chapter· en· Advances in educational marketing, administration, and leadership book series· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
1
citations
affunlabeled
A Language and a Space
Halimat Alabi
2016· book-chapter· en· Advances in educational marketing, administration, and leadership book series· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
1
citations
affunlabeled
Writing Centers' Praxis Is Not Neutral but Raced
Daniel Chang, Qinghua Chen, Angel Mei Yi Lin
2024· book-chapter· en· Advances in educational marketing, administration, and leadership book series· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
1
citations
affaboutunlabeled
Framing LEAD by Unpacking Student Success Literacy (SSL)
Ruxandra Bianca Nahaiciuc
2020· book-chapter· en· Advances in educational marketing, administration, and leadership book series· Psychology
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
1
citations
affaboutunlabeled
Transformational Learning Theory and Service-Learning Projects
Gillian Kornacki
2020· book-chapter· en· Advances in educational marketing, administration, and leadership book series· Social Sciences
distilled prediction:candidate · metaepi_narrow+sts+insufficient_payloadconsensus · none
1
citations
affunlabeled
Educational Leadership Standards
Mónica Williams, David C. Young, Robert E. White
2022· book-chapter· en· Advances in educational marketing, administration, and leadership book series· Social Sciences
distilled prediction:candidate · metaepi_narrow+sts+insufficient_payloadconsensus · none
1
citations
affaboutunlabeled
Increasing Failure Rates in Canadian University Leadership
Ross Paul
2016· book-chapter· en· Advances in educational marketing, administration, and leadership book series· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
1
citations
affaboutunlabeled
Transnational Distance Learning
Awnesh Singh, Glen Cochrane, Zeynep Uyar, Chetan More, Joseph A. Scarcella, Kento Yoshida +1 more
2012· book-chapter· en· Advances in educational marketing, administration, and leadership book series· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
1
citations
affunlabeled
What Sparks Critical Learning?
Barbara Pollard
2020· book-chapter· en· Advances in educational marketing, administration, and leadership book series· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
1
citations
affunlabeled
Aren't We All International Students?
Grace Karram Stephenson, Danielle Gabay
2016· book-chapter· en· Advances in educational marketing, administration, and leadership book series· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
1
citations
affaboutunlabeled
Experiential Learning in Italian Studies
Tatiana Selepiuc-Colella, P. Mosconi Bernardini
2024· book-chapter· en· Advances in educational marketing, administration, and leadership book series· Social Sciences
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affaboutunlabeled
LEADing in a Different Way
Gelsea Pizzuto
2020· book-chapter· en· Advances in educational marketing, administration, and leadership book series· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
affunlabeled
Elementary Service-Learning Project Example
Alyssa N. Palazzolo, Dana L. Pizzo
2020· book-chapter· en· Advances in educational marketing, administration, and leadership book series· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
affaboutunlabeled
Teachers as Counselors
Dina Salinitri
2020· book-chapter· en· Advances in educational marketing, administration, and leadership book series· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
affunlabeled
Decentering Traditional Lenses of Trauma
Ashley Holloway
2023· book-chapter· en· Advances in educational marketing, administration, and leadership book series· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
affunlabeled
Introduction
Xiangying Huo
2024· book-chapter· en· Advances in educational marketing, administration, and leadership book series· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
affaboutunlabeled
International Students At-Risk
John Cuzzocrea
2020· book-chapter· en· Advances in educational marketing, administration, and leadership book series· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations

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