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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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Qualitative Inquiry
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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
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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.

274 results · 1 filter active ·
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20012025
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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.
274 works in the cohort · of 4,299,418page 2 of 6

Labels cover 6 of 274 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 274 of 274 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.

fundno affunlabeled
IRB as Poetry
Maria K. E. Lahman, Eric D. Teman, Veronica M. Richard
2017· article· en· Qualitative Inquiry· Social Sciences
machine prediction:candidate · stsconsensus · none
33
citations
affunlabeled
Daisies on the Road
Griet Roets, Marijke Goedgeluck
2006· article· en· Qualitative Inquiry· Social Sciences
machine prediction:candidate · noneconsensus · none
31
citations
afffundunlabeled
When Qualitative Research Meets Theater
Tara Goldstein, Julia Gray, Jennifer A. Salisbury, Pamela Snell
2014· article· en· Qualitative Inquiry· Arts and Humanities
machine prediction:candidate · metaresearchconsensus · none
27
citations
affunlabeled
Facilitating Prisoner Ethnography
Justin Piché, Bob Gaucher, Kevin Walby
2014· article· en· Qualitative Inquiry· Social Sciences
machine prediction:candidate · noneconsensus · none
26
citations
affunlabeled
The Experience of Waiting
Vera Caine, Andrew Estefan
2011· article· en· Qualitative Inquiry· Psychology
machine prediction:candidate · noneconsensus · none
26
citations
affunlabeled
Entangled (in the) Sticks
Diane Conrad
2006· article· en· Qualitative Inquiry· Social Sciences
machine prediction:candidate · metaresearchconsensus · none
26
citations
affaboutgemma · no categorygpt · metaresearch+research_integritymodels split
Ethics Review for Qualitative Inquiry
Kate Connolly, Adela Reid
2007· article· en· Qualitative Inquiry· Medicine
machine prediction:candidate · metaresearch+research_integrityconsensus · none
25
citations
affaboutunlabeled
Canadian University Ethics Review
Susan Tilley, Louise Gormley
2007· article· en· Qualitative Inquiry· Health Professions
machine prediction:candidate · metaresearch+research_integrityconsensus · none
25
citations
aboutno affunlabeled
At the Eye of the Storm
Pat Sikes
2008· article· en· Qualitative Inquiry· Health Professions
machine prediction:candidate · noneconsensus · none
23
citations
affaboutunlabeled
Reflections on the Ethics-Approval Process
Lee Murray, Debbie Pushor, Pat Renihan
2011· article· en· Qualitative Inquiry· Health Professions
machine prediction:candidate · metaresearchconsensus · none
20
citations
affunlabeled
Stories I Live By
Patrick Lewis
2006· article· en· Qualitative Inquiry· Arts and Humanities
machine prediction:candidate · noneconsensus · none
18
citations
afffundunlabeled
Contemplation, Artful Writing
Susan Walsh
2012· article· en· Qualitative Inquiry· Social Sciences
machine prediction:candidate · noneconsensus · none
18
citations
affunlabeled
Creating Openings for Co-Theorizing
Fikile Nxumalo, Eve Tuck
2022· article· en· Qualitative Inquiry· Social Sciences
machine prediction:candidate · noneconsensus · none
18
citations
affunlabeled
New Strategies of Control
Magda Lewis
2008· article· en· Qualitative Inquiry· Health Professions
machine prediction:candidate · noneconsensus · none
18
citations
affunlabeled
A Fugue About Grief
Karen V. Lee
2006· article· en· Qualitative Inquiry· Social Sciences
machine prediction:candidate · noneconsensus · none
18
citations
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