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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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Springer international handbooks of education
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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.

337 results · 1 filter active ·
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20022025
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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.
337 works in the cohort · of 4,299,418page 1 of 7

Labels cover 1 of 337 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 337 of 337 works in this cohort. Predictions are machine_predicted_unvalidated. The Gemma side is a direct model label for every work (title-only); the Codex side is a distilled, calibrated classifier. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Academic Integrity and Artificial Intelligence: An Overview
Rahul Kumar, Sarah Elaine Eaton, Michael Mindzak, Ryan Morrison
2024· book-chapter· en· Springer international handbooks of education· Social Sciences
machine prediction:candidate · research_integrityconsensus · none
39
citations
affno abstractunlabeled
Second Handbook of Academic Integrity
2024· book· en· Springer international handbooks of education· Social Sciences
machine prediction:candidate · research_integrityconsensus · none
35
citations
affno abstractunlabeled
Modeling and Studying Gaming the System with Educational Data Mining
Ryan S. Baker, Albert T. Corbett, Ido Roll, Kenneth R. Koedinger, Vincent Aleven, Mihaela Cocea +4 more
2013· book-chapter· en· Springer international handbooks of education· Computer Science
machine prediction:candidate · noneconsensus · none
25
citations
affno abstractunlabeled
The Experimental Tradition
Glenn Regehr
2002· book-chapter· en· Springer international handbooks of education· Medicine
machine prediction:candidate · noneconsensus · none
23
citations
affno abstractunlabeled
Moving Beyond the Injustices of the Schooled Healthy Body
Erin Cameron, Jan Oakley, Gerald Walton, Constance Russell, Lori Chambers, Teresa Socha
2013· book-chapter· en· Springer international handbooks of education· Health Professions
machine prediction:candidate · noneconsensus · none
15
citations
affno abstractunlabeled
Self-Study Across Languages and Cultures
Lynn Thomas, Hafdís Guðjónsdóttir
2020· book-chapter· en· Springer international handbooks of education· Social Sciences
machine prediction:candidate · noneconsensus · none
14
citations
affno abstractunlabeled
China
Ruth Hayhoe, Qiang Zha
2008· book-chapter· en· Springer international handbooks of education· Social Sciences
machine prediction:candidate · noneconsensus · none
13
citations
affno abstractunlabeled
Electronic Portfolio Encouraging Active and Reflective Learning
Philip C. Abrami, Eva Mary Bures, Einat Idan, Elizabeth J. Meyer, Vivek Venkatesh, Anne Wade
2013· book-chapter· en· Springer international handbooks of education· Social Sciences
machine prediction:candidate · noneconsensus · none
8
citations
affno abstractunlabeled
Heritage and Language: Cultural Diversity and Education
Peter Pericles Trifonas, Themistoklis Aravossitas
2017· book-chapter· en· Springer international handbooks of education· Social Sciences
machine prediction:candidate · noneconsensus · none
8
citations
affno abstractunlabeled
Technology Teacher Educators
Candace Figg, Kamini Jaipal-Jamani
2020· book-chapter· en· Springer international handbooks of education· Social Sciences
machine prediction:candidate · noneconsensus · none
6
citations
affno abstractunlabeled
Initial Teacher Education Practicum 2.0
Diana Petrarca, Shirley Van Nuland
2020· book-chapter· en· Springer international handbooks of education· Social Sciences
machine prediction:candidate · insufficient_payloadconsensus · none
5
citations
affno abstractunlabeled
Critical Research in English Language Teaching
Christian W. Chun, Brian Morgan
2019· book-chapter· en· Springer international handbooks of education· Arts and Humanities
machine prediction:candidate · noneconsensus · none
5
citations
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