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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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Aging
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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.

107 results · 1 filter active ·
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20092025
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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.
107 works in the cohort · of 4,299,418page 1 of 3

Labels cover 0 of 107 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 107 of 107 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

afffundunlabeled
Mitochondrial membrane lipidome defines yeast longevity
Adam Beach, Vincent R. Richard, Anna Leonov, Michelle T. Burstein, Simon D. Bourque, Olivia Koupaki +4 more
2013· article· en· Aging· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
44
citations
affunlabeled
Metformin, aging and cancer
Olga Moiseeva, Xavier Deschênes‐Simard, Michaël Pollak, Gerardo Ferbeyre
2013· editorial· en· Aging· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · none
44
citations
affunlabeled
Impact papers on aging in 2009
Mikhail V. Blagosklonny, J. Campisi, David Sinclair, Andrzej Bartke, Marı́a A. Blasco, William M. Bonner +29 more
2010· review· en· Aging· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
38
citations
affunlabeled
Aging and drug discovery
Daniela Bakula, Alexander Aliper, Polina Mamoshina, Michael Petr, Amanuel Teklu, Joseph A. Baur +17 more
2018· article· en· Aging· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
35
citations
afffundunlabeled
Deep biomarkers of aging are population-dependent
Alan A. Cohen, Vincent Morissette-Thomas, Luigi Ferrucci, Linda P. Fried
2016· letter· en· Aging· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
25
citations

How this was built: Screen · Findings · About