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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 and Gerontology Research
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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.

1,486 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.
1,486 works in the cohort · of 4,299,418page 2 of 30

Labels cover 5 of 1,486 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 1,486 of 1,486 works in this cohort. Predictions are machine_predicted_unvalidated. The Gemma side is a direct model label for every work (title-only); the Codex side is a distilled, calibrated classifier. Candidate is the union; consensus is the intersection.

affunlabeled
Purpose in life and cognitive functioning in adulthood
Nathan A. Lewis, Nicholas A. Turiano, Brennan R. Payne, Patrick L. Hill
2016· article· en· Aging Neuropsychology and Cognition· Psychology
machine prediction:candidate · noneconsensus · none
121
citations
affunlabeled
Successful ageing: from cell to self
Sonia Lupien, Nathalie Wan
2004· review· en· Philosophical Transactions of the Royal Society B Biological Sciences· Psychology
machine prediction:candidate · noneconsensus · none
110
citations
affunlabeled
Aging and Wisdom
Igor Grossmann, Mayumi Karasawa, Satoko Izumi, Jinkyung Na, Michael E. W. Varnum, Shinobu Kitayama +1 more
2012· article· en· Psychological Science· Psychology
machine prediction:candidate · noneconsensus · none
106
citations
afffundunlabeled
The effect of age on memory for emotional faces.
Cheryl L. Grady, Donaya Hongwanishkul, Michelle Keightley, Wendy Lee, Lynn Hasher
2007· article· en· Neuropsychology· Psychology
machine prediction:candidate · noneconsensus · none
92
citations
affunlabeled
Measuring the Experience and Perception of Suffering
R. Schulz, Joan K. Monin, Sara J. Czaja, Jennifer H. Lingler, Scott R. Beach, Lynn M. Martire +4 more
2010· article· en· The Gerontologist· Psychology
machine prediction:candidate · noneconsensus · none
91
citations
afffundunlabeled
The Many Faces of Wisdom
Nic M. Weststrate, Michel Ferrari, Monika Ardelt
2016· article· en· Personality and Social Psychology Bulletin· Psychology
machine prediction:candidate · noneconsensus · none
85
citations
affunlabeled
Wisdom and How to Cultivate It
Igor Grossmann
2017· article· en· European Psychologist· Psychology
machine prediction:candidate · noneconsensus · none
84
citations
fundno affunlabeled
Defining Successful Aging
Alexandra Fiocco, Kristine Yaffe
2010· article· en· Archives of Neurology· Psychology
machine prediction:candidate · noneconsensus · none
83
citations
afffundunlabeled
Is spending money on others good for your heart?
Ashley V. Whillans, Elizabeth W. Dunn, Gillian M. Sandstrom, Sally S. Dickerson, Kenneth Madden
2016· article· en· Health Psychology· Psychology
machine prediction:candidate · noneconsensus · none
83
citations
affaboutunlabeled
Older Women and ‘Frailty’
Amanda Grenier, Jill Hanley
2007· article· en· Current Sociology· Psychology
machine prediction:candidate · noneconsensus · none
83
citations

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