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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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Career Development and Diversity
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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.

871 results · 1 filter active ·
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20002025
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Machine labels · sparse coverage
Evidence
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
871 works in the cohort · of 4,299,418page 1 of 18

Labels cover 0 of 871 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 871 of 871 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Constructing career through narrative
2004· article· en· Journal of Vocational Behavior· Social Sciences
distilled prediction:candidate · noneconsensus · none
212
citations
affunlabeled
Gender Inclusion and Fit in STEM
2022· review· en· Annual Review of Psychology· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
153
citations
afffundunlabeled
Engineering Exchanges
2015· article· en· Social Psychological and Personality Science· Social Sciences
distilled prediction:candidate · noneconsensus · none
114
citations
aboutno affunlabeled
Career Counselling
2016· book· en· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
92
citations
affunlabeled
Strengthening Career Human Agency
2006· article· en· Journal of Counseling & Development· Social Sciences
distilled prediction:candidate · noneconsensus · none
58
citations
affunlabeled
Career counseling for gifted students
2013· article· en· Australian Journal of Career Development· Social Sciences
distilled prediction:candidate · noneconsensus · none
53
citations

How this was built: Screen · Findings · About