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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 Research Methods and Applications
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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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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.

220 results · 1 filter active ·
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20002025
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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.
220 works in the cohort · of 4,299,418page 2 of 5

Labels cover 6 of 220 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 220 of 220 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.

afffundno abstractunlabeled
Varieties of Qualitative Research Methods
Janet Mola Okoko, Scott Tunison, Keith Walker
2023· book· en· Springer texts in education· Social Sciences
machine prediction:candidate · noneconsensus · none
72
citations
affvenueunlabeled
Research Methods: Content Analysis
Virginia Wilson
2016· article· en· Evidence Based Library and Information Practice· Social Sciences
machine prediction:candidate · noneconsensus · none
61
citations
affunlabeled
A Critique of Four Grounded Theory Texts
Lise Allen
2014· article· en· The Qualitative Report· Social Sciences
machine prediction:candidate · metaresearchconsensus · metaresearch
43
citations
affno abstractunlabeled
Grounded Theory
Robert E. White, Karyn Cooper
2022· book-chapter· en· Social Sciences
machine prediction:candidate · noneconsensus · none
28
citations
affno abstractunlabeled
Content Analysis
Scott Tunison
2023· book-chapter· en· Springer texts in education· Social Sciences
machine prediction:candidate · noneconsensus · none
24
citations
affunlabeled
Also against methodolatry: A reply to Reicher
Robert Elliott, Constance T. Fischer, David L. Rennie
2000· article· en· British Journal of Clinical Psychology· Social Sciences
machine prediction:candidate · metaresearchconsensus · none
21
citations
aboutno affunlabeled
Méthodologie de la théorisation enracinée
Jason Luckerhoff, François Guillemette
2012· book· fr· Presses de l'Université du Québec eBooks· Social Sciences
machine prediction:candidate · noneconsensus · none
20
citations
affunlabeled
Recognizability
Hanne Konradsen, Marit Kirkevold, Kärin Olson
2013· article· en· Advances in Nursing Science· Social Sciences
machine prediction:candidate · noneconsensus · none
20
citations
affgemma · no categorygpt · metaresearchmodels split
Analysis of Videotaped Data: Methodological Considerations
Janice M. Morse, Charlotte Pooler
2002· article· en· International Journal of Qualitative Methods· Social Sciences
machine prediction:candidate · metaresearchconsensus · none
18
citations
affno abstractunlabeled
Interpretive Description
Coralee Pringle-Nelson
2023· book-chapter· en· Springer texts in education· Social Sciences
machine prediction:candidate · noneconsensus · none
16
citations
affunlabeled
The Qualitative Doctoral Dissertation Proposal
Brent Kilbourn
2006· article· en· Teachers College Record The Voice of Scholarship in Education· Social Sciences
machine prediction:candidate · noneconsensus · none
15
citations
affvenueunlabeled
Research Methods: Triangulation
Virginia Wilson
2016· article· en· Evidence Based Library and Information Practice· Social Sciences
machine prediction:candidate · metaresearchconsensus · metaresearch
15
citations
affno abstractunlabeled
Grounded Theory Methodology: Key Principles
Walter Eppich, Francisco Manuel Olmos‐Vega, Christopher Watling
2019· book-chapter· en· Social Sciences
machine prediction:candidate · noneconsensus · none
14
citations
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