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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.

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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
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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.

703 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.
703 works in the cohort · of 4,299,418page 2 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
Measuring Hope
Krystle Martin, Lana Stermac
2009· article· en· International Journal of Offender Therapy and Comparative Criminology· Psychology
distilled prediction:candidate · noneconsensus · none
84
citations
affunlabeled
The False-Hope Syndrome
Janet Polivy, C. Peter Herman
2000· article· en· Current Directions in Psychological Science· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
79
citations
affunlabeled
Hope Under Oppression
Katie Stockdale
2021· book· en· Psychology
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
77
citations
affunlabeled
Psychometric properties of Hope Scales: A systematic review
Dorit Redlich-Amirav, Levi J. Ansell, Madisen Harrison, Kasara Lynn Norrena, Susan Armijo‐Olivo
2018· review· en· International Journal of Clinical Practice· Psychology
distilled prediction:candidate · metaresearch+metaepi_narrow+insufficient_payloadconsensus · none
72
citations
affunlabeled
Validação transcultural do teste de orientação da vida (TOV-R)
Marina Bandeira, Valentin Bekou, Keli Silva Lott, Marcela Augusta Teixeira, Sandra Silva Rocha
2002· article· pt· Estudos de Psicologia (Natal)· Psychology
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · insufficient_payload
67
citations
afffundunlabeled
Hope makes a difference
Sharon Moore
2005· article· en· Journal of Psychiatric and Mental Health Nursing· Psychology
distilled prediction:candidate · noneconsensus · none
63
citations
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