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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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Reflective Practices in 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.

affaffiliation
fundfunder
venuejournal
aboutaboutness

The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

1,442 results · 1 filter active ·
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20002025
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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.
1,442 works in the cohort · of 4,299,418page 15 of 29

Labels cover 9 of 1,442 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 1,442 of 1,442 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Reflective Practice for Language Teachers
Thomas S. C. Farrell
2025· other· en· The TESOL Encyclopedia of English Language Teaching· Social Sciences
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
2
citations
affno abstractunlabeled
Reviewing to Learn
Linda Liebenberg
2017· article· en· International Journal of Qualitative Methods· Social Sciences
distilled prediction:candidate · metaresearchconsensus · metaresearch
2
citations
fundno affunlabeled
E‑PORTFOLIOINEDUCATION PRACTICES AND REFLECTIONS
Fernando Costa, Maria Adelina Laranjeiro
2008· book· en· Portuguese National Funding Agency for Science, Research and Technology (RCAAP Project by FCT)· Social Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+stsconsensus · sts
2
citations
affunlabeled
Beyond feedback: 11 tips for coaching writing
Lorelei Lingard, Chris Watling
2020· editorial· en· Perspectives on Medical Education· Social Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+research_integrityconsensus · none
2
citations
venueno affunlabeled
Assessment design through co-creation
Andrew E. Williams, Ellie Ingle
2025· article· en· International Journal for Students as Partners· Social Sciences
distilled prediction:candidate · noneconsensus · none
2
citations
aboutno affunlabeled
Reflections on Creating a Student-Run Journal: A Duo-ethnography
Maisha M. Syeda, Jon Woodend, Gina Ko, Teresa Anne Fowler, Konstantinos Chondros, Brianna Hilman +1 more
2017· article· en· ResearchOnline at James Cook University (James Cook University)· Social Sciences
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communicationconsensus · sts
2
citations
venueno affno abstractunlabeled
Building a Collaborative Culture.
Sharon Coatney
2005· article· en· Teacher librarian· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
2
citations
affno abstractunlabeled
From a Portfolio of Journals to a System of Knowledge Production
Matthew A. Cronin, Benjamin M. Galvin, Elizabeth George, Marc Gruber, Dirk Lindebaum, Gideon D. Markman +4 more
2025· article· en· Academy of Management Journal· Social Sciences
distilled prediction:candidate · noneconsensus · none
2
citations
fundno affunlabeled
Developing Writers in Higher Education
2019· book· en· University of Michigan Press eBooks· Social Sciences
distilled prediction:candidate · noneconsensus · none
2
citations

How this was built: Screen · Findings · About