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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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Optimism, Hope, and Well-being
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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.

703 results · 1 filter active ·
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20002025
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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.
703 works in the cohort · of 4,299,418page 14 of 15

Labels cover 2 of 703 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 703 of 703 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
The Virtue of Hope
Frederick Bird
2022· book-chapter· en· Library of public policy and public administration· Psychology
machine prediction:candidate · noneconsensus · none
0
citations
affvenueunlabeled
Moments of Home
Kathleen C. Sitter
2022· article· en· Cultural and Pedagogical Inquiry· Psychology
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Learned Hopefulness
Alex C. Michalos
2014· book-chapter· en· Psychology
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Hope and Its Distribution in Rural Tanzania
Nargiza Chorieva, Sandeep Kumar Mohapatra, Brent Swallow
2024· article· en· The Journal of Development Studies· Psychology
machine prediction:candidate · noneconsensus · none
0
citations
affvenueunlabeled
Influenced
W. Sligl
2007· article· en· Canadian Medical Association Journal· Psychology
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Commentary: Gift of life in the time of COVID-19
Michael Hsin, Marcelo Cypel
2020· letter· en· Journal of Thoracic and Cardiovascular Surgery· Psychology
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Hope.
Ian Cameron
2017· article· en· PubMed· Psychology
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
venueno affunlabeled
10.51847/CsrAsKjhx4
2000· article· en· Time to knit· Psychology
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
2013 proceedings
2021· other· en· MOspace Institutional Repository (University of Missouri)· Psychology
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
California Consumers Shed Some Optimism
2014· article· en· Chapman University Digital Commons (Chapman University)· Psychology
machine prediction:candidate · noneconsensus · none
0
citations

How this was built: Screen · Findings · About