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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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Cerebrospinal fluid and hydrocephalus
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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.

1,222 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.
1,222 works in the cohort · of 4,299,418page 1 of 25

Labels cover 1 of 1,222 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 1,222 of 1,222 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Perivascular spaces in the brain: anatomy, physiology and pathology
Joanna M. Wardlaw, Helene Benveniste, Maiken Nedergaard, Berislav V. Zloković, Humberto Mestre, Hedok Lee +14 more
2020· review· en· Nature Reviews Neurology· Neuroscience
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · research_integrity
862
citations
affno abstractunlabeled
Hydrocephalus in children
Kristopher T. Kahle, Abhaya V. Kulkarni, David D. Limbrick, Benjamin C. Warf
2015· review· en· The Lancet· Neuroscience
distilled prediction:candidate · insufficient_payloadconsensus · none
682
citations
affunlabeled
Long-Term Follow-Up Data from the Shunt Design Trial
John Kestle, James M. Drake, Ruth Milner, Christian Sainte‐Rose, Giuseppe Cinalli, Frederick A. Boop +6 more
2000· article· en· Pediatric Neurosurgery· Neuroscience
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
419
citations
afffundno abstractunlabeled
Ependymal cells: biology and pathology
Marc R. Del Bigio
2009· review· en· Acta Neuropathologica· Neuroscience
distilled prediction:candidate · metaepi_narrowconsensus · none
388
citations
affunlabeled
Neuropathology and structural changes in hydrocephalus
Marc R. Del Bigio
2010· review· en· Developmental Disabilities Research Reviews· Neuroscience
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · none
226
citations
affno abstractunlabeled
CSF shunts 50 years on - past, present and future
James M. Drake, John R. W. Kestle, S. Tuli
2000· review· en· Child s Nervous System· Neuroscience
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
220
citations
affunlabeled
Pediatric hydrocephalus outcomes: a review
Matthieu Vinchon, Harold L. Rekate, Abhaya V. Kulkarni
2012· review· en· Fluids and Barriers of the CNS· Neuroscience
distilled prediction:candidate · metaepi_narrowconsensus · none
207
citations
affunlabeled
Management of shunt infections: a multicenter pilot study
John R. W. Kestle, Hugh Garton, William E. Whitehead, James M. Drake, Abhaya V. Kulkarni, D. Douglas Cochrane +2 more
2006· article· en· Journal of Neurosurgery Pediatrics· Neuroscience
distilled prediction:candidate · noneconsensus · none
158
citations
affunlabeled
The genetic landscape of familial congenital hydrocephalus
Ranad Shaheen, Mohammed Adeeb Sebai, Nisha Patel, Nour Ewida, Wesam Kurdi, Ikhlass Altweijri +22 more
2017· article· en· Annals of Neurology· Neuroscience
distilled prediction:candidate · noneconsensus · none
148
citations
aboutno affunlabeled
Enlarged perivascular spaces and cognition
Saima Hilal, Chuen Seng Tan, Hieab H.H. Adams, Mohamad Habes, Vincent Mok, Narayanaswamy Venketasubramanian +10 more
2018· review· en· Neurology· Neuroscience
distilled prediction:candidate · metaepi_narrowconsensus · none
145
citations

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