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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
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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.

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 4 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
Are nurses prepared for retirement?
Judith Blakeley, Violeta Ribeiro
2008· article· en· Journal of Nursing Management· Social Sciences
distilled prediction:candidate · noneconsensus · none
33
citations
aboutno affunlabeled
The time cost of care
Michael Bittman, Kimberly Fisher, Patricia Evridge Hill, Cathy Thomson
2005· article· en· electronic International Journal of Time Use Research· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
30
citations
affno abstractunlabeled
How pension accrual affects job satisfaction
Andrew A. Luchak, Ian R. Gellatly
2002· article· en· Journal of Labor Research· Social Sciences
distilled prediction:candidate · noneconsensus · none
28
citations
affaboutunlabeled
Retirement Lost?
Lynn McDonald, Peter Donahue
2011· review· fr· Canadian Journal on Aging / La Revue canadienne du vieillissement· Social Sciences
distilled prediction:candidate · metaepi_narrow+sts+insufficient_payloadconsensus · metaepi_narrow+insufficient_payload
28
citations
aboutno affunlabeled
Academia's own demographic time-bomb
Graham Hugo
2005· article· en· Adelaide Research & Scholarship (AR&S) (University of Adelaide)· Social Sciences
distilled prediction:candidate · metaepi_narrow+sts+research_integrity+insufficient_payloadconsensus · sts+insufficient_payload
27
citations
affaboutunlabeled
Economic Security in an Aging Canadian Population
Robert L. Brown
2011· article· fr· Canadian Journal on Aging / La Revue canadienne du vieillissement· Social Sciences
distilled prediction:candidate · metaepi_narrow+sts+insufficient_payloadconsensus · none
27
citations
affno abstractunlabeled
The Sociology of Disability-Based Economic Inequality
David Pettinicchio, Michelle Maroto, Jennifer D. Brooks
2022· article· en· Contemporary Sociology A Journal of Reviews· Social Sciences
distilled prediction:candidate · stsconsensus · none
26
citations
aboutno affunlabeled
Employment among the disabled
Diane Galarneau, M Radulescu
2009· article· en· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
25
citations
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How this was built: Screen · Findings · About