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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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Perspectives on Medical Education
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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
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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.

288 results · 1 filter active ·
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20122025
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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.
288 works in the cohort · of 4,299,418page 2 of 6

Labels cover 4 of 288 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 288 of 288 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Medical students’ perception of dyad practice
Martin G. Tolsgaard, Maria Rasmussen, Sebastian Bjørck, Amandus Gustafsson, Charlotte Ringsted
2014· article· en· Perspectives on Medical Education· Medicine
distilled prediction:candidate · metaresearch+insufficient_payloadconsensus · none
30
citations
affunlabeled
Writing an effective literature review: Part I: Mapping the gap
Lorelei Lingard
2017· editorial· en· Perspectives on Medical Education· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaresearch+insufficient_payload
27
citations
affunlabeled
The art of limitations
Lorelei Lingard
2015· article· en· Perspectives on Medical Education· Medicine
distilled prediction:candidate · noneconsensus · none
25
citations
affunlabeled
Enlisting the power of the verb
Lorelei Lingard
2015· article· en· Perspectives on Medical Education· Arts and Humanities
distilled prediction:candidate · noneconsensus · none
23
citations
affunlabeled
What we need is person-centred care
Heather Heather Stuart
2017· article· en· Perspectives on Medical Education· Arts and Humanities
distilled prediction:candidate · insufficient_payloadconsensus · none
23
citations
afffundunlabeled
Learner handover: Perspectives and recommendations from the front-line
Stephanie T. Gumuchian, Nicole E. Pal, Meredith Young, Deborah Danoff, Laurie H. Plotnick, Beth‐Ann Cummings +2 more
2020· article· en· Perspectives on Medical Education· Medicine
distilled prediction:candidate · metaresearch+insufficient_payloadconsensus · none
22
citations
afffundunlabeled
Lessons on resilience: Learning to manage complexity
Sayra Cristancho
2016· article· en· Perspectives on Medical Education· Decision Sciences
distilled prediction:candidate · metaresearch+insufficient_payloadconsensus · insufficient_payload
19
citations

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