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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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Doctoral Education Challenges and Solutions
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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.

531 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.
531 works in the cohort · of 4,299,418page 2 of 11

Labels cover 13 of 531 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 531 of 531 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.

affvenueunlabeled
Interdisciplinary doctoral research supervision: A scoping review
Meredith Vanstone, Kathryn Hibbert, Elizabeth Anne Kinsella, Pamela J. McKenzie, Allan Pitman, Lingard Lorelei
2013· review· en· Canadian Journal of Higher Education· Health Professions
machine prediction:candidate · metaresearchconsensus · none
37
citations
affunlabeled
Remote doctoral supervision experiences: Challenges and affordances
Gina Wisker, Michelle K. McGinn, Søren Smedegaard Ernst Bengtsen, Irina Lokhtina, Faye He, Solveig Cornér +3 more
2021· article· en· Innovations in Education and Teaching International· Health Professions
machine prediction:candidate · noneconsensus · none
28
citations
aboutno affno abstractunlabeled
Doctoral Education in Canada 1900-2005
Garth J. Williams
2005· article· en· Health Professions
machine prediction:candidate · noneconsensus · none
28
citations
affno abstractgemma · no categorygpt · metaresearchmodels split
The Mental Health of People Doing Qualitative Research
Alexander M. Clark, Bailey J. Sousa
2018· article· en· International Journal of Qualitative Methods· Health Professions
machine prediction:candidate · metaresearchconsensus · metaresearch
26
citations
venueno affgemma · metaresearchgpt · no categorymodels split
Countering Supervisor Exploitation
Brian Martin
2013· article· en· Journal of Scholarly Publishing· Health Professions
machine prediction:candidate · noneconsensus · none
24
citations
affunlabeled
A novel perspective on doctoral supervision
Søren Smedegaard Ernst Bengtsen, Lynn McAlpine
2022· article· en· Learning and Teaching· Health Professions
machine prediction:candidate · noneconsensus · none
22
citations
affvenuegpt · scholarly_communicationgrok · scholarly_communicationopus · no categorymodels split
Academic Writing Groups in Higher Education: History and State of Play
Catherine E. Déri, Émilie Tremblay-Wragg, Sara Mathieu-Chartier
2021· article· en· International Journal of Higher Education· Health Professions
machine prediction:candidate · noneconsensus · none
20
citations
aboutno affunlabeled
Re-imagining Doctoral Writing
2021· book· en· The WAC Clearinghouse; University Press of Colorado eBooks· Health Professions
machine prediction:candidate · noneconsensus · none
18
citations
affaboutgpt · scholarly_communicationgrok · scholarly_communicationopus · scholarly_communicationmodels agree
Alternative dissertation formats in education-based doctorates
Tim Anderson, Gillian Saunders-Smits, Ian Alexander
2021· article· en· Higher Education Research & Development· Health Professions
machine prediction:candidate · metaresearchconsensus · none
18
citations

How this was built: Screen · Findings · About