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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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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.

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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
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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 4 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.

afffundaboutunlabeled
Engaging community members to ensure culturally specific language is used in research: should I use gay, queer, MSM, or this other new acronym?
Kyle A. Rubini, Taim Bilal Al‐Bakri, William Bridel, Andrew Clapperton, Mark Greaves, Nolan E. Hill +10 more
2023· article· en· Research Involvement and Engagement· Business, Management and Accounting
distilled prediction:candidate · sts+scholarly_communication+research_integrity+insufficient_payloadconsensus · insufficient_payload
7
citations
affunlabeled
From ‘publish or perish’ to ‘publish with purpose’: perspectives from young adults with lived and living experience on transforming academic publishing in patient-oriented research
Sandy Rao, Rae Jardine, Abitha Suthakaran, Laetitia Satam, Antoaneta A. Todorova, Ysabelle Tumaneng +1 more
2024· letter· en· Research Involvement and Engagement· Health Professions
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+research_integrity+insufficient_payloadconsensus · none
6
citations
affaboutunlabeled
Establishing patient partners’ roles on research teams: a scoping review
Georgia Tobiano, Brigid M. Gillespie, Joan Carlini, Rachel Muir, Jananee Rasiah, Ching Shan Wan +4 more
2024· review· en· Research Involvement and Engagement· Health Professions
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+research_integrity+insufficient_payloadconsensus · insufficient_payload
5
citations
affunlabeled
Participatory development of a framework to actively involve people living with dementia and those from their social network, and healthcare professionals in conducting a systematic review: the DECIDE-SR protocol
Mike Rommerskirch‐Manietta, Christina Manietta, Anna Louisa Hoffmann, Dianne Gove, Birgit Alpers, Lillian Hung +6 more
2023· review· en· Research Involvement and Engagement· Health Professions
distilled prediction:candidate · metaepi_narrow+sts+research_integrityconsensus · none
5
citations
afffundunlabeled
A pre-post evaluation of the Family Engagement in Research Course: does it increase perceived knowledge, abilities, and confidence in family engagement in neurodevelopmental disability and child health research?
Andrea Cross, Alice Kelen Soper, Donna Thomson, Connie Putterman, Dayle McCauley, Myanca Rodrigues +3 more
2025· article· en· Research Involvement and Engagement· Psychology
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+research_integrityconsensus · sts
4
citations
affunlabeled
The People’s Review protocol: planning an innovative study powered by the public
Éle Quinn, Shoba Dawson, Jeremy Holt, Shahed Hossain, Patrícia Logullo, Ann O’Brien +7 more
2025· review· en· Research Involvement and Engagement· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+scholarly_communication+open_science+insufficient_payloadconsensus · metaresearch
4
citations
afffundunlabeled
Engaging patient and community stakeholders in the optimization of the Compassionate And Loving Mindset towards heart health risk (CALM Hearts) physical activity intervention: a description of initial work and protocol for future engagement activities
Anna M. Chudyk, Sasha M. Kullman, Donna Pool, Todd A. Duhamel, Maureen C. Ashe, Shaelyn M. Strachan
2024· letter· en· Research Involvement and Engagement· Health Professions
distilled prediction:candidate · sts+research_integrityconsensus · none
3
citations
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