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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 ·
Categories
Machine labels · sparse coverage
Evidence
An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
703 works in the cohort · of 4,299,418page 1 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 teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
“Shift-and-Persist” Strategies
2012· article· en· Perspectives on Psychological Science· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
349
citations
affunlabeled
The Art of Good Hope
2004· article· en· The Annals of the American Academy of Political and Social Science· Psychology
distilled prediction:candidate · stsconsensus · none
266
citations
affno abstractunlabeled
Hope in advanced cancer patients
2008· article· en· European Journal of Cancer· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · none
162
citations
affunlabeled
You've Gotta Know When to Fold 'Em
2007· article· en· Psychological Science· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
137
citations
affunlabeled
Hope in palliative care: An integrative review
2009· review· en· Palliative & Supportive Care· Psychology
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · metaepi_narrow+insufficient_payload
104
citations

How this was built: Screen · Findings · About