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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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Higher Education and Employability
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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.

655 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.
655 works in the cohort · of 4,299,418page 1 of 14

Labels cover 2 of 655 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 655 of 655 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Boundaryless Careers: Bringing Back Boundaries
Kerr Inkson, Hugh Gunz, Shiv Ganesh, Juliet Roper
2012· article· en· Organization Studies· Social Sciences
distilled prediction:candidate · sts+insufficient_payloadconsensus · none
431
citations
affunlabeled
Work Integrated Learning
Lesley Cooper, Janice Orrell, Margaret Bowden
2010· book· en· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
260
citations
affunlabeled
A dynamic capabilities view of employability
David Finch, Melanie Peacock, Nadège Levallet, William Foster
2015· article· en· Education + Training· Social Sciences
distilled prediction:candidate · noneconsensus · none
109
citations
aboutno affunlabeled
A quarter of a century of job transitions in Germany
Ralph Kattenbach, Thomas M. Schneidhofer, Janine Lücke, Markus Latzke, Bernadette Loacker, Florian Schramm +1 more
2013· article· en· Journal of Vocational Behavior· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
55
citations
affunlabeled
Development idiosyncratic deals and career success
Sylvie Guerrero, Hélène Challiol Jeanblanc, Marisol Veilleux
2016· article· en· Career Development International· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
47
citations
affaboutunlabeled
Can students be taught to articulate employability skills?
Jill Tomasson Goodwin, Joslin Goh, Stephanie Verkoeyen, Katherine Lithgow
2019· article· en· Education + Training· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
47
citations
affno abstractunlabeled
Re-conceptualizing career success: a contextual approach
Hugh Gunz, Wolfgang Mayrhofer
2011· article· de· Journal for Labour Market Research· Social Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+insufficient_payloadconsensus · none
46
citations
venueno affunlabeled
Employability Skills Assessment Tool Development
Mohamad Sattar Rasul, Rose Amnah Abd Rauf, Azlin Norhaini Mansor, A.P. Puvanasvaran
2012· article· en· International Education Studies· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
44
citations
affaboutunlabeled
Career success in academia
Karma Sherif, Ning Nan, Jeff Brice
2020· article· en· Career Development International· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
37
citations

How this was built: Screen · Findings · About