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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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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 3 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.

afffundno abstractunlabeled
Pension fairness in China
Lijian Wang, Daniel Béland, Sifeng Zhang
2013· article· en· China Economic Review· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
48
citations
affunlabeled
HOURS FLEXIBILITY AND RETIREMENT
Kerwin Kofi Charles, Philip DeCicca
2007· article· en· Economic Inquiry· Social Sciences
distilled prediction:candidate · noneconsensus · none
47
citations
aboutno affunlabeled
Cognitive Aging: A Primer
Anek Belbase, Geoffrey T. Sanzenbacher
2016· preprint· en· RePEc: Research Papers in Economics· Social Sciences
distilled prediction:candidate · metaepi_narrowconsensus · none
45
citations
affunlabeled
When should surgeons retire?
Nikita Bhatt, Marie Morris, Adrienne O’Neil, Anne M. Gillis, Paul F. Ridgway
2015· review· en· British journal of surgery· Social Sciences
distilled prediction:candidate · metaepi_narrowconsensus · none
44
citations
fundno affno abstractunlabeled
Multiple social groups support adjustment to retirement across cultures
Ben C. P. Lam, Catherine Haslam, S. Alexander Haslam, Niklas K. Steffens, Tegan Cruwys, Jolanda Jetten +1 more
2018· article· en· Social Science & Medicine· Social Sciences
distilled prediction:candidate · sts+insufficient_payloadconsensus · sts
41
citations
affno abstractunlabeled
Retirement and cognition: A life course view
Nicole Denier, Sean Clouston, Marcus Richards, Scott M. Hofer
2016· article· en· Advances in Life Course Research· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
40
citations
aboutno affunlabeled
Annuities and Other Retirement Products
Roberto A. Rocha, Dimitri Vittas, Heinz P. Rudolph
2011· book· en· World Bank eBooks· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
36
citations
affunlabeled
Intention to unretire
Francine Schlosser, Deborah M. Zinni, Marjorie Armstrong‐Stassen
2012· article· en· Career Development International· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
35
citations
aboutno affno abstractunlabeled
Time allocation of disabled individuals
Ricardo Pagán
2013· article· en· Social Science & Medicine· Social Sciences
distilled prediction:candidate · sts+insufficient_payloadconsensus · none
35
citations
affno abstractunlabeled
Understanding joint retirement
Pierre‐Carl Michaud, Arthur van Soest, Luc Bissonnette
2019· article· en· Journal of Economic Behavior & Organization· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
34
citations
afffundunlabeled
Later-life employment trajectories and health
Peggy McDonough, Diana Worts, Laurie Corna, Anne McMunn, Amanda Sacker
2017· article· en· Advances in Life Course Research· Social Sciences
distilled prediction:candidate · stsconsensus · none
34
citations

How this was built: Screen · Findings · About