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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
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 7 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
Emotions, Spirituality, and Equity
Dorothy A. Anthony Nzenwata
2025· book-chapter· en· Springer international handbooks of education· Psychology
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Relationally Present and Virtually Remote
Michelle Skop
2025· book-chapter· en· Springer international handbooks of education· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Children’s Embodiment of a Land Ethic
Susan Jagger, Meghan Hayward
2024· book-chapter· en· Springer international handbooks of education· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Humanizing Learning
Beyhan Farhadi
2025· book-chapter· en· Springer international handbooks of education· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Dying-With
Juliette Clara Bertoldo
2025· book-chapter· en· Springer international handbooks of education· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
The Unhushed Classroom
Sofia Ferreyro Mazieres, Kim Jensen
2025· book-chapter· en· Springer international handbooks of education· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affaboutno abstractunlabeled
Systemic Anti-Asian Racism in Canada
Mary Reid, Ardavan Eizadirad
2025· book-chapter· en· Springer international handbooks of education· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Emotions, Spirituality, and Equity
Dorothy A. Anthony Nzenwata
2025· book-chapter· en· Springer international handbooks of education· Psychology
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Humanizing Learning
Beyhan Farhadi
2024· book-chapter· en· Springer international handbooks of education· Computer Science
machine prediction:candidate · noneconsensus · none
0
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
Complicated but Not Blurred
Viveka Ichikawa
2025· book-chapter· en· Springer international handbooks of education· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
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