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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
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.

1,756 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 7 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.

aboutno affunlabeled
Framing well-being in a college campus setting
Ryan M. Travia, James Larcus, Stacy Andes, Paula Gomes
2020· article· en· Journal of American College Health· Psychology
machine prediction:candidate · noneconsensus · none
53
citations
affno abstractunlabeled
Temperament and Happiness in Children in India
Mark D. Holder, Ben Coleman, Kamlesh Singh
2011· article· en· Journal of Happiness Studies· Psychology
machine prediction:candidate · noneconsensus · none
52
citations
affno abstractunlabeled
A Note on Student Quality of Life
Alex C. Michalos, Julie Anne Orlando
2006· article· en· Social Indicators Research· Psychology
machine prediction:candidate · noneconsensus · none
51
citations
affunlabeled
On the Costs of Self-interested Economic Behavior
Elizabeth W. Dunn, Claire E. Ashton‐James, Margaret D. Hanson, Lara B. Aknin
2010· article· en· Journal of Health Psychology· Psychology
machine prediction:candidate · noneconsensus · none
47
citations
affunlabeled
Finding consensus on well-being in education
Randall Curren, Ilona Boniwell, Richard M. Ryan, Lindsay G. Oades, Harry Brighouse, Elaine Unterhalter +5 more
2024· article· en· Theory and Research in Education· Psychology
machine prediction:candidate · noneconsensus · none
44
citations
affunlabeled
Age and the Tenses of Life Satisfaction
Markus H. Schafer, Sarah Mustillo, Kenneth F. Ferraro
2013· article· en· The Journals of Gerontology Series B· Psychology
machine prediction:candidate · noneconsensus · none
43
citations

How this was built: Screen · Findings · About