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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 9 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
Despair
Michael Milona, Katie Stockdale
2025· article· en· Ergo an Open Access Journal of Philosophy· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · none
4
citations
affunlabeled
Does Hope Require Belief?
Michael Milona
2022· article· en· American Philosophical Quarterly· Psychology
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
4
citations
affunlabeled
(086) MEDICAL GASLIGHTING AND VULVOVAGINAL PAIN DISORDERS
Chailee Moss, G Skovronsky, J Holloway, S Lorenzini, I Kopits, Mollie Rieff +3 more
2024· article· en· The Journal of Sexual Medicine· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · none
4
citations
venueno affunlabeled
10.51847/R3BJxALBjL
2000· article· en· Time to knit· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
4
citations
affunlabeled
Does Hope Reverberate Between Generations?
Dorit Redlich-Amirav, Denise J. Larsen, Elizabeth Taylor
2023· article· en· Qualitative Health Research· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
3
citations
fundno affunlabeled
Motivated Optimism and Workplace Risk
A. Yeşim Orhun, Alain Cohn, Collin Raymond
2024· article· en· The Economic Journal· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
3
citations
affno abstractunlabeled
Coping with Adversity Through Metaconscious Wisdom
Michel Ferrari, Melanie Munroe
2022· book-chapter· en· Lifelong learning book series· Psychology
distilled prediction:candidate · metaepi_narrow+sts+research_integrity+insufficient_payloadconsensus · insufficient_payload
3
citations
aboutno affunlabeled
Interpersonal comparison among caregivers of children with asthma
James A. Shepperd, Jean Hunleth, Julia Maki, Sreekala Prabhakaran, Gabrielle Pogge, Gregory D. Webster +2 more
2022· article· en· Psychology and Health· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · none
3
citations
affno abstractunlabeled
Fostering Meaning Making
Mary Grossman
2022· book-chapter· en· Psychology
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
2
citations
venueno affunlabeled
Academic psychological capital: Implications for organizational crises
Dianne H.B. Welsh, James B. Avey, Ketan H. Mhatre, William L. Tullar
2024· article· en· Canadian Journal of Administrative Sciences / Revue Canadienne des Sciences de l Administration· Psychology
distilled prediction:candidate · stsconsensus · sts
2
citations

How this was built: Screen · Findings · About