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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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Psychological Well-being and Life Satisfaction
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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
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aboutaboutness

The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

1,756 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.
1,756 works in the cohort · of 4,299,418page 2 of 36

Labels cover 4 of 1,756 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 1,756 of 1,756 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.

affno abstractunlabeled
Education, Happiness and Wellbeing
Alex C. Michalos
2007· article· en· Social Indicators Research· Psychology
machine prediction:candidate · noneconsensus · none
273
citations
fundno affunlabeled
Zeroing in on the Dark Side of the American Dream
Carol A. Nickerson, Norbert Schwarz, Ed Diener, Daniel Kahneman
2003· article· en· Psychological Science· Psychology
machine prediction:candidate · noneconsensus · none
271
citations
affno abstractunlabeled
Social Capital and Well-Being in Times of Crisis
John F. Helliwell, Haifang Huang, Shun Wang
2013· article· en· Journal of Happiness Studies· Psychology
machine prediction:candidate · noneconsensus · none
251
citations
fundno affunlabeled
An Extensive Analysis of GNH Index
Karma Ura, Sabina Alkire, Tshoki Zangmo, Karma Wangdi
2012· report· en· Psychology
machine prediction:candidate · noneconsensus · none
230
citations
affunlabeled
The Happiness of Cities
Richard Florida, Charlotta Mellander, Peter J. Rentfrow
2011· article· en· Regional Studies· Psychology
machine prediction:candidate · noneconsensus · none
217
citations
affunlabeled
Is Efficiency Overrated?
Gillian M. Sandstrom, Elizabeth W. Dunn
2013· article· en· Social Psychological and Personality Science· Psychology
machine prediction:candidate · noneconsensus · none
180
citations
affunlabeled
A route to well-being: Intelligence versus wise reasoning.
Igor Grossmann, Jinkyung Na, Michael E. W. Varnum, Shinobu Kitayama, Richard E. Nisbett
2012· article· en· Journal of Experimental Psychology General· Psychology
machine prediction:candidate · noneconsensus · none
174
citations
afffundaboutunlabeled
Buying time promotes happiness
Ashley V. Whillans, Elizabeth W. Dunn, Paul Smeets, René Bekkers, Michael I. Norton
2017· article· en· Proceedings of the National Academy of Sciences· Psychology
machine prediction:candidate · noneconsensus · none
173
citations
affno abstractunlabeled
Altruism and Prosocial Behavior
Jennifer C. Lay, Christiane A. Hoppmann
2015· book-chapter· en· Psychology
machine prediction:candidate · noneconsensus · none
155
citations

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