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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
Retraction
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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 7 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
The Ethics of Providing Hope in Psychotherapy
Justine Dembo, Norman A. Clemens
2013· review· en· Journal of Psychiatric Practice· Psychology
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · none
10
citations
affvenueunlabeled
A Call for Action in Survivorship Research and Care
Richard Doll, Arminée Kazanjian, Kirsten Smillie, Amanda Ward, Martin Chasen
2012· article· en· Current Oncology· Psychology
distilled prediction:candidate · noneconsensus · none
9
citations
affaboutunlabeled
Assessing Reverence in Contexts
Amy L. Ai, Paul Wink, Terry Lynn Gall, Michele Dillon, Terrence N. Tice
2015· article· en· Journal of Humanistic Psychology· Psychology
distilled prediction:candidate · noneconsensus · none
8
citations
affunlabeled
Hope as a Source of Grit
Catherine Rioux
2022· article· en· Ergo an Open Access Journal of Philosophy· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · none
8
citations
affunlabeled
Fostering Hope in Incarcerated Older Adults
Wendy Duggleby
2005· review· en· Journal of Psychosocial Nursing and Mental Health Services· Psychology
distilled prediction:candidate · metaepi_narrowconsensus · none
8
citations
affaboutunlabeled
Personality Traits of British Hospice Volunteers
Stephen Claxton‐Oldfield, Jane Claxton-Oldfield, Stefan Paulovic
2012· article· en· American Journal of Hospice and Palliative Medicine®· Psychology
distilled prediction:candidate · noneconsensus · none
8
citations
affunlabeled
Cognitive Adaptation to Nonmelanoma Skin Cancer
Zofia Czajkowska, George Radiotis, Nicole Roberts, Annett Körner
2013· article· en· Journal of Psychosocial Oncology· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
7
citations
affno abstractunlabeled
Considering the Ethics of Hope
Victor Cellarius
2008· article· en· Journal of Palliative Care· Psychology
distilled prediction:candidate · noneconsensus · none
7
citations
affno abstractunlabeled
Coping with Stress
Anita DeLongis, Sarah Newth
2001· book-chapter· en· Elsevier eBooks· Psychology
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
7
citations
affno abstractunlabeled
Dispositional Pessimism Across the Lifespan
John R. Z. Abela, Randy P. Auerbach, Martin E. P. Seligman
2008· book-chapter· en· Elsevier eBooks· Psychology
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
6
citations
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