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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 4 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. 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.

affunlabeled
Online Interest Groups for Graduate Students
Sherri Melrose, Sharon Moore, Helen Ewing
2014· book-chapter· en· Advances in higher education and professional development book series· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affaboutunlabeled
The Philosopher's Teahouse
Wendy Ann Royal
2016· book-chapter· en· Advances in higher education and professional development book series· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Facilitating a Hierarchy of Engagement
Paul R. Messinger, Xin Ge, Glenn E. Mayhew, Run H. Niu, Eleni Stroulia
2010· book-chapter· en· Advances in higher education and professional development book series· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affaboutunlabeled
Diversity and Inclusion in Ontario Universities
Emmanuel Songsore, Michael Buzzelli
2018· book-chapter· en· Advances in higher education and professional development book series· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Mentoring Teacher Assistants to Use Online Tools
Grisel María García Pérez
2016· book-chapter· en· Advances in higher education and professional development book series· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
The Right to Technology in Education
Donovan Plumb
2011· book-chapter· en· Advances in higher education and professional development book series· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Meaning Making Change
Denise Michelle Brend
2020· book-chapter· en· Advances in higher education and professional development book series· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Administrative Ethics in the Corporate College
Howard A. Doughty
2020· book-chapter· en· Advances in higher education and professional development book series· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Micro-Enterprises, Performance Factors, and the Role of Gender
Chelo Durante, Michel Plaisent, Cataldo Zuccaro, Jean‐Pierre Gueyié, Prosper Bernard
2024· book-chapter· en· Advances in higher education and professional development book series· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Innovative Leadership
Sophia Palahicky
2020· book-chapter· en· Advances in higher education and professional development book series· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations

How this was built: Screen · Findings · About