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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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Neurosurgical Review
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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.

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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.

91 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.
91 works in the cohort · of 4,299,418page 1 of 2

Labels cover 0 of 91 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 91 of 91 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
The surgical management of chronic subdural hematoma
Andrew F. Ducruet, Bartosz T. Grobelny, Brad E. Zacharia, Zachary L. Hickman, Peter L. DeRosa, Kristen Anderson +3 more
2011· review· en· Neurosurgical Review· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · none
523
citations
affno abstractunlabeled
Endovascular management of spinal vascular malformations
Timo Krings, A. Thron, Sasikhan Geibprasert, Ronit Agid, Franz J. Hans, P. Lasjaunias +1 more
2009· review· en· Neurosurgical Review· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · none
69
citations
affno abstractunlabeled
Does design matter? Cervical disc replacements under review
Michael D. Staudt, Kaushik Das, Neil Duggal
2016· review· en· Neurosurgical Review· Medicine
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · metaepi_narrow+insufficient_payload
37
citations
fundno affno abstractunlabeled
A review of virtual reality simulators for neuroendoscopy
Britty Baby, Ramandeep Singh, Ashish Suri, Rohan Raju Dhanakshirur, Argha Chakraborty, Subodh Kumar +2 more
2019· review· en· Neurosurgical Review· Medicine
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
35
citations
affno abstractunlabeled
The ‘Lumbar Fusion Outcome Score’ (LUFOS): a new practical and surgically oriented grading system for preoperative prediction of surgical outcomes after lumbar spinal fusion in patients with degenerative disc disease and refractory chronic axial low back pain
Tobias A. Mattei, Azeem A. Rehman, Alisson Roberto Teles, Jean C. Aldag, Dzung H. Dinh, Todd D. McCall
2016· article· en· Neurosurgical Review· Medicine
distilled prediction:candidate · noneconsensus · none
13
citations

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