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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 11 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. The Gemma side is a direct model label for every work (title-only); the Codex side is a distilled, calibrated classifier. Candidate is the union; consensus is the intersection.

aboutno affunlabeled
THIS MONTH IN JAN
Jane Robinson
2000· article· en· Journal of Advanced Nursing· Psychology
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
1
citations
venueno affunlabeled
10.51847/WysOYPm
2000· article· en· Time to knit· Psychology
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
1
citations
affno abstractunlabeled
Cognitive/behavioral approaches
Jaime Williams, Thomas Hadjistavropoulos, Gordon J. G. Asmundson
2004· article· en· Journal of Pain· Psychology
machine prediction:candidate · noneconsensus · none
1
citations
venueno affno abstractunlabeled
Re: Evolutionary Explanations for Patients
Randolph M. Nesse
2012· article· en· The Canadian Journal of Psychiatry· Psychology
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Putting hope and power of action into play
2024· article· en· University of Southern Denmark Research Portal (University of Southern Denmark)· Psychology
machine prediction:candidate · noneconsensus · none
0
citations
affvenueno abstractunlabeled
Hurt: A pandemic reflection
MalloryAnne Quinn
2021· article· en· Canadian Journal of Rural Medicine· Psychology
machine prediction:candidate · noneconsensus · none
0
citations
affvenueaboutunlabeled
Sex in the Time of COVID-19
Mark Harrison
2023· letter· en· The Journal of Rheumatology· Psychology
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
The Mediating Role of Hope with Mindfulness: Empathy
Beste Erdinç, Yusuf Akyıl, Tuncay Oral, Süleyman Akçıl
2025· article· Mersin Üniversitesi Eğitim Fakültesi Dergisi· Psychology
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Finding joy in the workplace
Tom Bartol
2017· article· en· The Nurse Practitioner· Psychology
machine prediction:candidate · noneconsensus · none
0
citations
venueno affunlabeled
Understanding Burdens and Developing Hope
Jessica N. Ricketts
2018· article· en· Cultural and Pedagogical Inquiry· Psychology
machine prediction:candidate · noneconsensus · none
0
citations

How this was built: Screen · Findings · About