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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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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
Evidence
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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 5 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
The power of parallel structure
Chris Watling
2015· article· en· Perspectives on Medical Education· Chemistry
distilled prediction:candidate · noneconsensus · none
5
citations
affaboutgemma · metaresearch+bibliometricsgpt · bibliometrics+metaresearchmodels split
Joining the meta-research movement: A bibliometric case study of the journal <em>Perspectives on Medical Education</em>
Lauren A. Maggio, Stefanie Haustein, Joseph A. Costello, Erik W. Driessen, Anthony R. Artino
2022· article· en· Perspectives on Medical Education· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+sts+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaresearch+bibliometrics
5
citations
affunlabeled
Breaking microaggressions without breaking ourselves
Javeed Sukhera
2019· letter· en· Perspectives on Medical Education· Social Sciences
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · none
5
citations
aboutno affunlabeled
When quick response codes didn’t do the trick
Gabrielle Walcott-Bedeau, Kazzara Raeburn, Dirk Burkhardt, Mark T. Clunes
2020· article· en· Perspectives on Medical Education· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
4
citations
affunlabeled
Tuning your writing
Christopher Watling
2017· article· en· Perspectives on Medical Education· Arts and Humanities
distilled prediction:candidate · sts+scholarly_communication+insufficient_payloadconsensus · none
4
citations
affunlabeled
Avoiding prepositional pile-up
Lorelei Lorelei Lingard
2015· article· en· Perspectives on Medical Education· Health Professions
distilled prediction:candidate · metaresearch+insufficient_payloadconsensus · insufficient_payload
4
citations
affunlabeled
Introducing a qualitative space
Lara Varpio, Elise Paradis, Chris Watling
2017· editorial· en· Perspectives on Medical Education· Social Sciences
distilled prediction:candidate · metaresearch+sts+insufficient_payloadconsensus · none
4
citations
affunlabeled
Bonfire red titles
Lorelei Lingard
2016· editorial· en· Perspectives on Medical Education· Medicine
distilled prediction:candidate · metaresearch+insufficient_payloadconsensus · insufficient_payload
4
citations
affunlabeled
Perspectives on Medical Education Meta-Research Special Issue: A call for papers exploring how research is performed, communicated, verified and rewarded
Lauren A. Maggio, Stefanie Haustein, Anthony R. Artino
2020· paratext· en· Perspectives on Medical Education· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaresearch+research_integrity+insufficient_payload
4
citations
affunlabeled
Lies, damned lies, and statistics
Geoff Norman
2018· article· en· Perspectives on Medical Education· Medicine
distilled prediction:candidate · metaresearch+insufficient_payloadconsensus · none
3
citations
affunlabeled
Addressing the theory-practice gap in assessment
Sarah Wright, Matt Homer
2017· article· en· Perspectives on Medical Education· Medicine
distilled prediction:candidate · metaresearch+insufficient_payloadconsensus · none
3
citations
affaboutunlabeled
Reducing length of stay and satisfying learner needs
Lisa Shepherd, Saad Chahine, Michelle Klingel, Elaine Zibrowski, Allison Meiwald, Lorelei Lingard
2016· article· en· Perspectives on Medical Education· Medicine
distilled prediction:candidate · metaresearchconsensus · none
3
citations
affunlabeled
Conferencing well
Glenn Regehr, Lara Varpio
2022· editorial· en· Perspectives on Medical Education· Medicine
distilled prediction:candidate · research_integrity+insufficient_payloadconsensus · research_integrity
3
citations
affunlabeled
Get control of your commas
Lorelei Lingard
2016· article· en· Perspectives on Medical Education· Medicine
distilled prediction:candidate · insufficient_payloadconsensus · none
3
citations
affunlabeled
Clinical educational scholarship: polarized or integrated?
Sophie Park, Anita Berlin, Martina Kelly
2020· letter· en· Perspectives on Medical Education· Medicine
distilled prediction:candidate · metaresearch+metaepi_narrow+research_integrity+insufficient_payloadconsensus · research_integrity+insufficient_payload
2
citations
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