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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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Advances in Health Sciences 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.

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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.

539 results · 1 filter active ·
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20002025
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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.
539 works in the cohort · of 4,299,418page 10 of 11

Labels cover 4 of 539 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 539 of 539 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.

affno abstractunlabeled
Knowledge claims
Rachel Ellaway
2025· editorial· en· Advances in Health Sciences Education· Social Sciences
machine prediction:candidate · noneconsensus · none
2
citations
affno abstractunlabeled
Trust, but verify
Rachel Ellaway
2023· editorial· en· Advances in Health Sciences Education· Medicine
machine prediction:candidate · noneconsensus · none
2
citations
affno abstractunlabeled
Giving effective feedback on writing
Ayelet Kuper, Patricia O’Sullivan, Susan van Schalkwyk
2025· editorial· en· Advances in Health Sciences Education· Social Sciences
machine prediction:candidate · noneconsensus · none
2
citations
affno abstractunlabeled
Go back to the original sources please!
Jennifer Cleland, Ayelet Kuper, Patricia O’Sullivan
2024· editorial· en· Advances in Health Sciences Education· Social Sciences
machine prediction:candidate · noneconsensus · none
2
citations
affno abstractunlabeled
How much is enough?
Rachel Ellaway
2023· editorial· en· Advances in Health Sciences Education· Medicine
machine prediction:candidate · noneconsensus · none
2
citations
affno abstractunlabeled
This was the first …
Patricia O’Sullivan, Rachel Ellaway
2022· editorial· en· Advances in Health Sciences Education· Arts and Humanities
machine prediction:candidate · insufficient_payloadconsensus · none
2
citations
affno abstractunlabeled
Two heads are better than one?
Geoff Norman
2019· editorial· en· Advances in Health Sciences Education· Social Sciences
machine prediction:candidate · noneconsensus · none
2
citations
affno abstractunlabeled
Patients!
Rachel Ellaway
2021· editorial· en· Advances in Health Sciences Education· Medicine
machine prediction:candidate · noneconsensus · none
2
citations
affunlabeled
Taking stock
Geoff Norman
2014· editorial· en· Advances in Health Sciences Education· Medicine
machine prediction:candidate · noneconsensus · none
2
citations
afffundunlabeled
Disclaimers
Rachel Ellaway
2023· editorial· en· Advances in Health Sciences Education· Medicine
machine prediction:candidate · noneconsensus · none
2
citations
affno abstractunlabeled
The quest for normality
Rachel Ellaway
2022· editorial· en· Advances in Health Sciences Education· Medicine
machine prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
Should we be joint first authors?
Patricia O’Sullivan, Ayelet Kuper, Jennifer Cleland
2023· letter· en· Advances in Health Sciences Education· Medicine
machine prediction:candidate · metaresearch+research_integrityconsensus · none
1
citations
affno abstractunlabeled
Back to the Future
Marcel D’Eon
2004· article· en· Advances in Health Sciences Education· Medicine
machine prediction:candidate · noneconsensus · none
1
citations
affunlabeled
No cow on the ice: a tail of word games
Rune Dall Jensen, Rachel Ellaway
2024· editorial· en· Advances in Health Sciences Education· Medicine
machine prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
Holes
Rachel Ellaway
2025· editorial· en· Advances in Health Sciences Education· Psychology
machine prediction:candidate · insufficient_payloadconsensus · none
1
citations
affno abstractunlabeled
Language games and scholarly writing
Rachel Ellaway
2021· editorial· en· Advances in Health Sciences Education· Medicine
machine prediction:candidate · scholarly_communicationconsensus · none
1
citations
affno abstractunlabeled
Why?
Geoff Norman
2017· editorial· en· Advances in Health Sciences Education· Medicine
machine prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
The birth of the virtual clinic: welcome to the Mediverse
Robert Paul, David Rojas, Maria Athina Martimianakis, Lauren Chad, Karen Leslie, Peter G. Rossos +3 more
2025· article· en· Advances in Health Sciences Education· Health Professions
machine prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
The decline and fall of the art of teaching?
Geoff Norman
2013· editorial· en· Advances in Health Sciences Education· Social Sciences
machine prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
How should I determine author order for this paper?
Ayelet Kuper, Patricia O’Sullivan, Jennifer Cleland
2023· editorial· en· Advances in Health Sciences Education· Business, Management and Accounting
machine prediction:candidate · metaresearch+research_integrityconsensus · none
1
citations
affno abstractunlabeled
Commentaries and conversations
Rachel Ellaway
2025· editorial· en· Advances in Health Sciences Education· Medicine
machine prediction:candidate · noneconsensus · none
1
citations

How this was built: Screen · Findings · About