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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 4 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.

affvenueunlabeled
Psychological Adjustment to Success and to Failure following Epilepsy Surgery
Paul A. Derry, Samuel Wiebe
2000· review· en· Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques· Psychology
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+research_integrity+insufficient_payloadconsensus · sts
35
citations
fundno affunlabeled
Turning hope thoughts into goal-directed behavior
Gabriele Oettingen, Peter M. Gollwitzer
2002· article· en· KOPS (University of Konstanz)· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · none
33
citations
afffundno abstractunlabeled
An experimental manipulation of the value of effort
Hause Lin, Andrew Westbrook, Frank Fan, Michael Inzlicht
2024· article· en· Nature Human Behaviour· Psychology
distilled prediction:candidate · noneconsensus · none
33
citations
affunlabeled
Discovering the virtue of hope
Michael Milona
2020· article· en· European Journal of Philosophy· Psychology
distilled prediction:candidate · noneconsensus · none
33
citations
fundno affunlabeled
Hope in Environmental Philosophy
Lisa Kretz
2012· article· en· Journal of Agricultural and Environmental Ethics· Psychology
distilled prediction:candidate · noneconsensus · none
30
citations
afffundunlabeled
Factors Influencing Physician Prognosis: A Scoping Review
Amaryllis Ferrand, J Poleksić, Éric Racine
2022· review· en· MDM Policy & Practice· Psychology
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
28
citations
affunlabeled
To Offer Hope You Must Have Hope
Keri Flesaker, Denise J. Larsen
2010· article· en· Qualitative Social Work· Psychology
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
27
citations
aboutno affunlabeled
Finding Meaning in the Work of Nursing: An International Study
David Cruise Malloy, Elizabeth Fahey-McCarthy, Masaaki Murakami, Yongho Lee, Eun-Hee Choi, Eri Hirose +1 more
2015· article· en· OJIN The Online Journal of Issues in Nursing· Psychology
distilled prediction:candidate · noneconsensus · none
25
citations

How this was built: Screen · Findings · About