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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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Research Involvement and Engagement
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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
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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.

246 results · 1 filter active ·
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20112025
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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.
246 works in the cohort · of 4,299,418page 2 of 5

Labels cover 6 of 246 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 246 of 246 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Family perspectives of COVID-19 research
Shelley Vanderhout, Catherine S. Birken, Peter Wong, Sarah A. Kelleher, Shannon Weir, Jonathon L. Maguire
2020· letter· en· Research Involvement and Engagement· Psychology
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · none
34
citations
affgemma · metaresearchgpt · metaresearchmodels agree
A scoping review of methods to measure and evaluate citizen engagement in health research
Anmol Shahid, Inara N. Lalani, Brianna K. Rosgen, Bonnie G. Sept, Shelly Longmore, Jeanna Parsons Leigh +2 more
2022· review· en· Research Involvement and Engagement· Health Professions
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+research_integrity+insufficient_payloadconsensus · none
33
citations
afffundgemma · stsgpt · metaresearchmodels split
A balancing act: navigating the nuances of co-production in mental health research
Sophie Soklaridis, Holly Harris, Rowen Shier, Jordana Rovet, Georgia Black, Gail Bellissimo +3 more
2024· letter· en· Research Involvement and Engagement· Health Professions
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+research_integrityconsensus · none
33
citations
afffundaboutunlabeled
Working together in health research: a mixed-methods patient engagement evaluation
Stella Babatunde, Sadia Ahmed, Maria Santana, Ingrid Nielssen, Sandra Zelinsky, Anshula Ambasta
2023· article· en· Research Involvement and Engagement· Health Professions
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+research_integrity+insufficient_payloadconsensus · insufficient_payload
30
citations
affaboutunlabeled
Early career researchers’ perspectives and roles in patient-oriented research
Geneviève Rouleau, Jean‐Christophe Bélisle‐Pipon, Stanislav Birko, Philippe Karazivan, Nicolás Fernández, Karine Bilodeau +12 more
2018· article· en· Research Involvement and Engagement· Health Professions
distilled prediction:candidate · sts+research_integrityconsensus · none
25
citations
affgemma · no categorygpt · no categorymodels agree
Standardised data on initiatives—STARDIT: Beta version
Jack Nunn, Thomas Shafee, Steven Chang, Richard Stephens, Jim Elliott, Sandy Oliver +19 more
2022· article· en· Research Involvement and Engagement· Health Professions
distilled prediction:candidate · metaresearch+sts+insufficient_payloadconsensus · none
16
citations

How this was built: Screen · Findings · About