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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 higher education and professional development 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
fundfunder
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.

167 results · 1 filter active ·
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20102025
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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.
167 works in the cohort · of 4,299,418page 2 of 4

Labels cover 1 of 167 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 167 of 167 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Learning through Immersive Virtual Environments
Erastus Ndinguri, Krisanna Machtmes, John Paul Hatala, Mary Leah Coco
2013· book-chapter· en· Advances in higher education and professional development book series· Psychology
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
2
citations
affaboutunlabeled
Internationalization Through NNES Student Recruitment
Anouchka Plumb
2020· book-chapter· en· Advances in higher education and professional development book series· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
2
citations
affunlabeled
Teaching Innovation Through Collaborative and Team-Based Learning
Heather Kathleen Manion, Trish Dyck, Susan Thackeray, Nooreen Shah-Preusser
2020· book-chapter· en· Advances in higher education and professional development book series· Psychology
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
2
citations
affunlabeled
Innovation, Critical Pedagogy, and Appreciative Feedback
Ken Jeffery, Lauren Halcomb-Smith
2020· book-chapter· en· Advances in higher education and professional development book series· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
2
citations
affaboutunlabeled
Beyond Recruitment
Philipp N. Reichert, Rohene Farzana Bouajram
2020· book-chapter· en· Advances in higher education and professional development book series· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
2
citations
affunlabeled
Critical Emotional Reflexivity for TESOL
Aide Chen, Julie S. Byrd Clark
2023· book-chapter· en· Advances in higher education and professional development book series· Psychology
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
2
citations
affunlabeled
The Evolution of Learning and Technological Innovation
Mirit K. Grabarski, Maria Mouratidou, Ian Fellows
2023· book-chapter· en· Advances in higher education and professional development book series· Psychology
distilled prediction:candidate · noneconsensus · none
2
citations
affunlabeled
Getting Off the Engineering Enrollment Rollercoaster
Tatyana Plaksina
2017· book-chapter· en· Advances in higher education and professional development book series· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
2
citations
affunlabeled
Neoliberalism and Adult Education
Hussein Chaitani
2025· book-chapter· en· Advances in higher education and professional development book series· Social Sciences
distilled prediction:candidate · noneconsensus · none
1
citations
affaboutunlabeled
Supporting Sustainability Education and Leadership
Alice Cassidy, Yona Sipos, Sarah Nyrose
2013· book-chapter· en· Advances in higher education and professional development book series· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
1
citations
affunlabeled
A Blended Approach to Teacher Education
Norman Vaughan
2016· book-chapter· en· Advances in higher education and professional development book series· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
1
citations
affaboutunlabeled
Applied Training in Virtual Environments
Ken Hudson
2010· book-chapter· en· Advances in higher education and professional development book series· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
1
citations
affunlabeled
First-Aid Mental Health for the Pre-Medical Student
Robert Lubin, Benjamin Katz, Michelle Marants, Mia Medney, Charles Rosin, Dean Sandler +8 more
2023· book-chapter· en· Advances in higher education and professional development book series· Health Professions
distilled prediction:candidate · metaepi_narrow+sts+insufficient_payloadconsensus · none
1
citations
affunlabeled
Stories of Breastfeeding Advocates
Leah Poirier
2015· book-chapter· en· Advances in higher education and professional development book series· Medicine
distilled prediction:candidate · insufficient_payloadconsensus · none
1
citations
affunlabeled
Adult Health Learning
Leona M. English
2015· book-chapter· en· Advances in higher education and professional development book series· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
1
citations
affunlabeled
From Logos to Eros and Back Again
Al Lauzon
2015· book-chapter· en· Advances in higher education and professional development book series· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
1
citations
affunlabeled
Empowering Students, Fostering Innovation
Esra Kiliçarslan Toplu, Can Toplu
2024· book-chapter· en· Advances in higher education and professional development book series· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
1
citations
affunlabeled
Leveraging New Media as Social Capital for Diversity Officers
Kindra Cotton, Denise O’Neil Green
2014· book-chapter· en· Advances in higher education and professional development book series· Social Sciences
distilled prediction:candidate · metaepi_narrow+sts+insufficient_payloadconsensus · none
1
citations
affunlabeled
Exploring the Experiences of International Students' Partners
Jon Woodend, Sarah Nutter, Danni Lei, Sharon L. Cairns
2016· book-chapter· en· Advances in higher education and professional development book series· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
1
citations
affaboutunlabeled
Epistemic Dissonance Encountered
Xihui Wang, Alenoush Saroyan, Mark W. Aulls
2015· book-chapter· en· Advances in higher education and professional development book series· Psychology
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
1
citations
affunlabeled
Mentorship in Technology-Rich, 21st-Century Classrooms
Doug Reid, Erin Reid
2016· book-chapter· en· Advances in higher education and professional development book series· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
1
citations
affunlabeled
When Participants' Trauma Becomes Mine
Sigalit Gal
2020· book-chapter· en· Advances in higher education and professional development book series· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
1
citations
affunlabeled
Making and Active Learning in Higher Education
Marja Gabrielle Bertrand, Hiba Barek, Immaculate Kizito Namukasa, Rachelle Campigotto
2022· book-chapter· en· Advances in higher education and professional development book series· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
1
citations

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