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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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Springer international handbooks of education
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Retraction
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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 ·
Results by year
20022025
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Categories
Machine labels · sparse coverage
Evidence
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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 4 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
Lifelong Learning and Education Policy in North America
Elizabeth A. Roumell, Jude Walker, Florin D. Salajan
2022· book-chapter· en· Springer international handbooks of education· Social Sciences
machine prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
Complicated but Not Blurred
Viveka Ichikawa
2024· book-chapter· en· Springer international handbooks of education· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
Intimate Conversations
Michael Pitblado, Theodore Michael Christou
2020· book-chapter· en· Springer international handbooks of education· Social Sciences
machine prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
Contesting Placement
Alison Gaymes San Vicente, Karen Murray, Gillian Parekh
2025· book-chapter· en· Springer international handbooks of education· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
#BlackoutTuesday
Caitlin Downie
2024· book-chapter· en· Springer international handbooks of education· Social Sciences
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Never-Ending Adolescence
Farah Virani-Murji, Lisa Farley
2019· book-chapter· en· Springer international handbooks of education· Psychology
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Never-Ending Adolescence
Farah Virani-Murji, Lisa Farley
2020· book-chapter· en· Springer international handbooks of education· Psychology
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Technology Teacher Educators
Candace Figg, Kamini Jaipal-Jamani
2019· book-chapter· en· Springer international handbooks of education· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Intimate Conversations
Michael Pitblado, Theodore Michael Christou
2019· book-chapter· en· Springer international handbooks of education· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Never-Ending Adolescence
Farah Virani-Murji, Lisa Farley
2020· book-chapter· en· Springer international handbooks of education· Psychology
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Ourselves as Another II
Peter Pericles Trifonas
2020· book-chapter· en· Springer international handbooks of education· Arts and Humanities
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Spiritual Meditations
D. Mirkovic, B. Pytka, Suzanne Jagger
2019· book-chapter· en· Springer international handbooks of education· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Social Media and the Quest for Democracy
Paul R. Carr, Michelli Aparecida Daros, Sandra Liliana Cuervo, Gina Thésée
2020· book-chapter· en· Springer international handbooks of education· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Portfolio and Self-Study
Kevin O’Connor, Gladys Sterenberg, Norman Vaughan
2019· book-chapter· en· Springer international handbooks of education· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Other Possible Worlds
Nadine Violette
2019· book-chapter· en· Springer international handbooks of education· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Posting #Selfies
Susan Jagger
2020· book-chapter· en· Springer international handbooks of education· Social Sciences
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
The Merchandizing of Identity
Peter Pericles Trifonas
2019· book-chapter· en· Springer international handbooks of education· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Social Justice in the Classroom
Avril Aitken, Linda Radford
2020· book-chapter· en· Springer international handbooks of education· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Angry Noise
Kurt Thumlert, Jason Nolan
2020· book-chapter· en· Springer international handbooks of education· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Children’s Literature and Activism
Rabia Khokhar
2025· book-chapter· en· Springer international handbooks of education· Arts and Humanities
machine prediction:candidate · noneconsensus · none
0
citations

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