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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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Grief, Bereavement, and Mental Health
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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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The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

1,685 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.
1,685 works in the cohort · of 4,299,418page 6 of 34

Labels cover 2 of 1,685 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 1,685 of 1,685 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.

afffundunlabeled
Memorial tattoos: Advancing continuing bonds theory
Susan Cadell, Melissa Reid Lambert, Deborah Davidson, Carly Greco, Mary Ellen Macdonald
2020· article· en· Death Studies· Psychology
machine prediction:candidate · noneconsensus · none
28
citations
affunlabeled
Children's Understanding of Death
Paul L. Harris, Victoria Talwar, Michael Schleifer
2011· book· en· Cambridge University Press eBooks· Psychology
machine prediction:candidate · noneconsensus · none
28
citations
afffundunlabeled
Rural Nurses' Safeguarding Work
Karen MacKinnon
2011· article· en· Advances in Nursing Science· Psychology
machine prediction:candidate · noneconsensus · none
26
citations
affunlabeled
Effective Communication With Bereaved Child Survivors of Suicide
Ann M. Mitchell, Susan Wesner, Lynn Brownson, Deborah Dysart Gale, Linda Garand, Allyson Havill
2006· review· en· Journal of Child and Adolescent Psychiatric Nursing· Psychology
machine prediction:candidate · noneconsensus · none
25
citations
affgemma · no categorygpt · no categorymodels agree
A scoping review of bereavement service outcomes
Donna M. Wilson, Nurin Dhanji, Robyn Playfair, Sahana Srinivas Nayak, Gideon L. Puplampu, Rod MacLeod
2016· review· en· Palliative & Supportive Care· Psychology
machine prediction:candidate · noneconsensus · none
25
citations
affunlabeled
Fostering Existential Maturity to Manage Terror in a Pandemic
Linda L. Emanuel, Sheldon Solomon, George Fitchett, Harvey Max Chochinov, George Handzo, Tasha M. Schoppee +1 more
2020· article· en· Journal of Palliative Medicine· Psychology
machine prediction:candidate · noneconsensus · none
25
citations

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