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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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Retirement, Disability, and Employment
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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.

1,535 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.
1,535 works in the cohort · of 4,299,418page 7 of 31

Labels cover 3 of 1,535 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 1,535 of 1,535 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Age discrimination in the workplace
Judith A. Davey
2014· article· en· Policy Quarterly· Social Sciences
distilled prediction:candidate · noneconsensus · none
15
citations
afffundunlabeled
The Value of Adaptive Regret Management in Retirement
Jamie C. Farquhar, Carsten Wrosch, Dolores Pushkar, Karen Li
2013· article· en· The International Journal of Aging and Human Development· Social Sciences
distilled prediction:candidate · noneconsensus · none
14
citations
affaboutunlabeled
Retirement Income Security and Well-Being in Canada
Michael Baker, Jonathan Gruber, Kevin Milligan
2009· report· en· National Bureau of Economic Research· Social Sciences
distilled prediction:candidate · noneconsensus · none
14
citations
venueno affunlabeled
The Financial Life of Aspiring Veterinarians
Sonya Britt‐Lutter, Stuart J. Heckman
2019· article· en· Journal of Veterinary Medical Education· Social Sciences
distilled prediction:candidate · noneconsensus · none
14
citations
affno abstractunlabeled
Employee preferences for pension plan features
Morley Gunderson, Andrew A. Luchak
2001· article· en· Journal of Labor Research· Social Sciences
distilled prediction:candidate · noneconsensus · none
13
citations
aboutno affunlabeled
Career Management Over the Life-Span
Ulrike Fasbender, Jürgen Deller
2016· book-chapter· en· Palgrave Macmillan UK eBooks· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
13
citations
aboutno affunlabeled
Age Integration Through Interest Mediation
Martin Kohli
2000· article· en· The Gerontologist· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
13
citations
affno abstractunlabeled
Emerging adult career transitions.
José F. Domene, Jeffrey Landine, John B. Stewart
2014· book-chapter· en· American Psychological Association eBooks· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
12
citations
affunlabeled
Les étapes de carrière à l'épreuve du temps
Laurent Giraud, Alain Roger
2011· article· fr· Humanisme et Entreprise· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
12
citations
affaboutunlabeled
Ageing and skills: The case of literacy skills
Garry F. Barrett, W. Craig Riddell
2019· article· en· European Journal of Education· Social Sciences
distilled prediction:candidate · noneconsensus · none
12
citations
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