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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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Diversity and Career in Medicine
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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.

2,371 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.
2,371 works in the cohort · of 4,299,418page 1 of 48

Labels cover 16 of 2,371 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 2,371 of 2,371 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Bibliometrics: Global gender disparities in science
Vincent Larivière, Chaoqun Ni, Yves Gingras, Blaise Cronin, Cassidy R. Sugimoto
2013· article· en· Nature· Social Sciences
distilled prediction:candidate · noneconsensus · none
1,487
citations
afffundaboutunlabeled
Harassment and Discrimination in Medical Training
Naif Fnais, Charlene Soobiah, Maggie Hong Chen, Erin Lillie, Laure Perrier, Mariam Tashkhandi +4 more
2014· review· en· Academic Medicine· Social Sciences
distilled prediction:candidate · noneconsensus · none
665
citations
aboutno affunlabeled
The unequal impact of parenthood in academia
Allison C. Morgan, Samuel F. Way, Michael Hoefer, Daniel B. Larremore, Mirta Galešić, Aaron Clauset
2021· article· en· Science Advances· Social Sciences
distilled prediction:candidate · noneconsensus · none
305
citations
afffundunlabeled
Intersectional inequalities in science
Diego Kozlowski, Vincent Larivière, Cassidy R. Sugimoto, Thema Monroe‐White
2022· article· en· Proceedings of the National Academy of Sciences· Social Sciences
distilled prediction:candidate · stsconsensus · none
303
citations
affunlabeled
Orthopaedic Education During the COVID-19 Pandemic
Monica Kogan, Sandra E. Klein, Charles P. Hannon, Michael T. Nolte
2020· review· en· Journal of the American Academy of Orthopaedic Surgeons· Social Sciences
distilled prediction:candidate · sts+research_integrityconsensus · none
283
citations
affno abstractunlabeled
Why are women deterred from general surgery training?
Jason Park, Sam Minor, Rebecca Taylor, Elena Vikis, Dan Poenaru
2005· article· en· The American Journal of Surgery· Social Sciences
distilled prediction:candidate · noneconsensus · none
238
citations
affunlabeled
When Most Doctors Are Women: What Lies Ahead?
Wendy Levinson, Nicole Lurie
2004· article· en· Annals of Internal Medicine· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
201
citations
affno abstractunlabeled
Women in academic surgery: why is the playing field still not level?
Natashia M. Seemann, Fiona Webster, Helen Alyx Holden, Carol‐Anne Moulton, Nancy N. Baxter, Christine Desjardins +1 more
2015· article· en· The American Journal of Surgery· Social Sciences
distilled prediction:candidate · noneconsensus · none
167
citations
affno abstractunlabeled
The gendered system of academic publishing
Jamie Lundine, Ivy Lynn Bourgeault, Jocalyn Clark, Shirin Heidari, Dina Balabanova
2018· editorial· en· The Lancet· Social Sciences
distilled prediction:candidate · noneconsensus · none
162
citations
affunlabeled
Pregnancy during Residency
Susan Finch
2003· review· en· Academic Medicine· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
140
citations
affno abstractunlabeled
Applying feminist theory to medical education
Malika Sharma
2019· review· en· The Lancet· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
138
citations
affaboutunlabeled
The Speaker Gender Gap at Critical Care Conferences
Sangeeta Mehta, Louise Rose, Margaret S. Herridge, Sawayra Owais, Victoria Metaxa
2018· article· en· Critical Care Medicine· Social Sciences
distilled prediction:candidate · sts+insufficient_payloadconsensus · sts
135
citations
affvenueaboutunlabeled
Determinants of choosing a career in family medicine
Ian Scott, Margot Gowans, Bruce Wright, Fraser Brenneis, S. Banner, J L Boone
2010· article· en· Canadian Medical Association Journal· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
129
citations
affaboutunlabeled
Gender Disparity in Academic Neurosurgery
Tiffany Odell, Harjyot Toor, Ariel Takayanagi, Bailey Zampella, Javed Siddiqi, Sabeena Jalal +3 more
2019· article· en· Cureus· Social Sciences
distilled prediction:candidate · noneconsensus · none
109
citations
afffundvenueaboutunlabeled
Advancing gender equity in medicine
Andrea C. Tricco, Ivy Lynn Bourgeault, Ainsley Moore, Eva Grunfeld, Nazia Peer, Sharon E. Straus
2021· article· en· Canadian Medical Association Journal· Social Sciences
distilled prediction:candidate · metaresearch+insufficient_payloadconsensus · none
105
citations
afffundaboutunlabeled
When the Learning Environment Is Suboptimal
Runye Gan, Linda Snell
2014· article· en· Academic Medicine· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
101
citations

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