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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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Doctoral Education Challenges and Solutions
Retraction
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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 4 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 teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Introduction: The Case for Re-imagining Doctoral Writing
James Burford, Brittany Amell, Cecile Badenhorst
2021· book-chapter· en· The WAC Clearinghouse; University Press of Colorado eBooks· Health Professions
distilled prediction:candidate · stsconsensus · none
9
citations
afffundaboutunlabeled
Doctoral Mentorship Practices in Canadian Political Science
Loleen Berdahl, Jonathan Malloy, Lisa Young
2022· article· en· Canadian Journal of Political Science· Health Professions
distilled prediction:candidate · metaresearch+sts+insufficient_payloadconsensus · none
9
citations
afffundvenueaboutunlabeled
The Academic Profession in Canada
Alison Elizabeth Jefferson
2021· article· en· Brock Education Journal· Health Professions
distilled prediction:candidate · sts+insufficient_payloadconsensus · none
8
citations
affunlabeled
Improving Doctoral Educator Development: A Scaffolding Approach
Luke Pittaway, Maha Mohamed Tantawy, Andrew C. Corbett, Candida G. Brush
2023· article· en· Organizational Behavior Teaching Review· Health Professions
distilled prediction:candidate · sts+insufficient_payloadconsensus · insufficient_payload
7
citations
affunlabeled
MANAGING YOUR DOCTORAL PROGRAM: A PRACTICAL ORIENTATION
Jerry Paul Sheppard, Praveen R. Nayyar, Charles E. Summer
2000· article· en· Production and Operations Management· Health Professions
distilled prediction:candidate · sts+insufficient_payloadconsensus · none
5
citations
affvenueunlabeled
Les retraites de rédaction structurées auprès des doctorant[e]s : Quelles conditions favorisent une expérience de rédaction légitime, productive et plaisante?
Émilie Tremblay-Wragg, Cynthia Vincent, Christelle Lison, William Gilbert, Philippe Valois, Sara Mathieu-Chartier
2021· article· fr· Canadian Journal of Education / Revue canadienne de l éducation· Health Professions
distilled prediction:candidate · metaepi_narrow+sts+insufficient_payloadconsensus · none
5
citations
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How this was built: Screen · Findings · About