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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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Global Health Workforce Issues
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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.

3,522 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.
3,522 works in the cohort · of 4,299,418page 5 of 71

Labels cover 18 of 3,522 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 3,522 of 3,522 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.

affaboutunlabeled
How do registered nurses define rurality?
Judith C. Kulig, Mary E. Andrews, Norma L. Stewart, Roger Pitblado, Martha MacLeod, Donna Bentham +5 more
2008· article· en· Australian Journal of Rural Health· Health Professions
machine prediction:candidate · noneconsensus · none
46
citations
affaboutunlabeled
Nurse Migration: A Canadian Case Study
Lisa Little
2007· article· en· Health Services Research· Health Professions
machine prediction:candidate · noneconsensus · none
46
citations
affaboutunlabeled
Educating Future Physicians for Ontario
R F Maudsley, Donald Wilson, V R Neufeld, Brian Hennen, Michael Devillaer, J Wakefield +6 more
2000· article· en· Academic Medicine· Health Professions
machine prediction:candidate · noneconsensus · none
46
citations
affno abstractunlabeled
The new graduates’ professional inheritance
Judy E. Boychuk Duchscher, Leanne Cowin
2006· review· en· Nursing Outlook· Health Professions
machine prediction:candidate · noneconsensus · none
45
citations
affunlabeled
Integrating workforce planning, human resources and service planning
Linda O’Brien‐Pallas, Stephen Birch, Andrea Baumann, Gail Tomblin Murphy
2001· book-chapter· en· Queensland's institutional digital repository (The University of Queensland)· Health Professions
machine prediction:candidate · noneconsensus · none
45
citations
afffundvenueaboutunlabeled
Equity, diversity, inclusion, and social justice in CanMEDS 2025
Cheryl Barnabé, Kannin Osei-Tutu, Jerry M Maniate, Saleem Razack, Brian M. Wong, Brent Thoma +1 more
2023· article· en· Canadian Medical Education Journal· Health Professions
machine prediction:candidate · noneconsensus · none
44
citations
affvenueunlabeled
Breaking the silence: A feminist call to action
Kate Parizeau, Laura Shillington, Roberta Hawkins, Farhana Sultana, Alison Mountz, Beverley Mullings +1 more
2016· article· en· Canadian Geographies / Géographies canadiennes· Health Professions
machine prediction:candidate · noneconsensus · none
43
citations
affaboutunlabeled
Caribbean nurse migration—a scoping review
Shamel Rolle Sands, Kenchera Ingraham, Bukola Salami
2020· article· en· Human Resources for Health· Health Professions
machine prediction:candidate · noneconsensus · none
39
citations
aboutno affunlabeled
Accessing health care: responding to diversity.
Judith Healy, Martin McKee
2004· book· en· LSHTM Research Online (London School of Hygiene and Tropical Medicine)· Health Professions
machine prediction:candidate · noneconsensus · none
39
citations
affaboutunlabeled
Encountering Globalization
Judith Allsop, Ivy Lynn Bourgeault, Julia Evetts, Thomas Le Bianic, Kathryn Jones, Sirpa Wrede
2009· article· en· Current Sociology· Health Professions
machine prediction:candidate · noneconsensus · none
39
citations

How this was built: Screen · Findings · About