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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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Qualitative Research Methods and Ethics
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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
aboutaboutness

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

1,143 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.
1,143 works in the cohort · of 4,299,418page 2 of 23

Labels cover 48 of 1,143 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 1,143 of 1,143 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
Participant Observation
Laura Eramian
2018· other· en· The International Encyclopedia of Anthropology· Social Sciences
machine prediction:candidate · noneconsensus · none
180
citations
aboutno affunlabeled
Walking the Tightrope
Will C. van den Hoonaard
2002· book· en· University of Toronto Press eBooks· Social Sciences
machine prediction:candidate · noneconsensus · none
172
citations
affunlabeled
Conspicuous Invisibility
Elizabeth Quinlan
2008· article· en· Qualitative Inquiry· Social Sciences
machine prediction:candidate · noneconsensus · none
169
citations
affunlabeled
Becoming a “Trusted Outsider”
Sandra M. Bucerius
2013· article· en· Journal of Contemporary Ethnography· Social Sciences
machine prediction:candidate · noneconsensus · none
161
citations
affvenueunlabeled
Conversational Method in Indigenous Research1
Margaret Kovach
2020· article· en· First Peoples Child & Family Review An Interdisciplinary Journal Honouring the Voices Perspectives and Knowledges of First Peoples· Social Sciences
machine prediction:candidate · metaresearchconsensus · none
144
citations
aboutno affunlabeled
Research and Inequality
2020· book· en· Social Sciences
machine prediction:candidate · metaresearchconsensus · none
115
citations
affunlabeled
Emotionally intelligent research
Katy Bennett
2004· article· en· Area· Social Sciences
machine prediction:candidate · noneconsensus · none
107
citations
affgemma · no categorygpt · no categorymodels split
Conducting Analysis in Institutional Ethnography
Janet Rankin
2017· article· en· International Journal of Qualitative Methods· Social Sciences
machine prediction:candidate · noneconsensus · none
107
citations
afffundgemma · no categorygpt · metaresearchmodels split
Key Informants in Applied Qualitative Health Research
Manisha Pahwa, Alice Cavanagh, Meredith Vanstone
2023· article· en· Qualitative Health Research· Social Sciences
machine prediction:candidate · metaresearchconsensus · metaresearch
103
citations
affunlabeled
On the Social Relations of Research
Kevin Walby
2007· article· en· Qualitative Inquiry· Social Sciences
machine prediction:candidate · stsconsensus · none
98
citations

How this was built: Screen · Findings · About