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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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Neurosurgical FOCUS
Topic
Retraction
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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.

231 results · 1 filter active ·
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20002025
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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.
231 works in the cohort · of 4,299,418page 4 of 5

Labels cover 0 of 231 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 231 of 231 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
A review of astrocytoma models
Hao Ding, András Nagy, David H. Gutmann, Abhijit Guha
2000· review· en· Neurosurgical FOCUS· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · none
14
citations
affno abstractunlabeled
Introduction: Adult hydrocephalus
Mark G. Hamilton, J. Peter Gruen, Mark G. Luciano
2016· article· en· Neurosurgical FOCUS· Neuroscience
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
9
citations
aboutno affunlabeled
Tissue localization during resective epilepsy surgery
Sandra L. Poliachik, Andrew V. Poliakov, Laura A. Jansen, Sharon S. McDaniel, Carter D. Wray, John Kuratani +3 more
2013· article· en· Neurosurgical FOCUS· Medicine
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
8
citations
aboutno affunlabeled
Healthcare disparities in pituitary surgery: a systematic review
Mohammadmahdi Sabahi, Seyed Farzad Maroufi, Adrianna Wierzbicka, Lana Maniakhina, Badih Adada, Hamid Borghei-Razavi
2023· review· en· Neurosurgical FOCUS· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · none
7
citations
affunlabeled
Introduction to Deep Brain Stimulation
Andrés M. Lozano, Robert E. Gross
2017· article· en· Neurosurgical FOCUS· Medicine
distilled prediction:candidate · noneconsensus · none
6
citations
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How this was built: Screen · Findings · About