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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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Sleep and Wakefulness Research
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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.

2,234 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.
2,234 works in the cohort · of 4,299,418page 16 of 45

Labels cover 1 of 2,234 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 2,234 of 2,234 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.

affunlabeled
Revisiting the Concept of Vigilance
Gerhard Klösch, J. Zeitlhofer, O. Ipsiroglu
2022· article· en· Frontiers in Psychiatry· Neuroscience
machine prediction:candidate · noneconsensus · none
26
citations
afffundunlabeled
Sleep, oscillations, and epilepsy
Christophe Bernard, Birgit Frauscher, Jennifer N. Gelinas, Igor Timofeev
2023· article· en· Epilepsia· Neuroscience
machine prediction:candidate · noneconsensus · none
26
citations
afffundunlabeled
Lucid Loop
Alexandra Kitson, Steve DiPaola, Bernhard E. Riecke
2019· article· en· Neuroscience
machine prediction:candidate · insufficient_payloadconsensus · none
26
citations
afffundaboutunlabeled
Dreaming of the sleep lab
Claudia Picard‐Deland, Toré Nielsen, Michelle Carr
2021· article· en· PLoS ONE· Neuroscience
machine prediction:candidate · noneconsensus · none
26
citations
affno abstractunlabeled
Disturbed Dreaming and Emotion Dysregulation
Ross Levin, Gary Fireman, Toré Nielsen
2010· article· en· Sleep Medicine Clinics· Neuroscience
machine prediction:candidate · noneconsensus · none
26
citations
afffundunlabeled
Acute effects of fatty acids on autophagy in NPY neurones
Andressa Reginato, Beatriz Piatezzi Siqueira, Josiane Érica Miyamoto, Mariana Portovedo, Suleyma de Oliveira Costa, Thaís de Fante +7 more
2020· article· en· Journal of Neuroendocrinology· Neuroscience
machine prediction:candidate · noneconsensus · none
26
citations
afffundno abstractunlabeled
Dream enactment behavior: review for the clinician
Marc Baltzan, Chun Yao, Dorrie Rizzo, Ron Postuma
2020· article· en· Journal of Clinical Sleep Medicine· Neuroscience
machine prediction:candidate · noneconsensus · none
26
citations
aboutno affunlabeled
Narcolepsy and Pandemic Influenza Vaccination
Kathryn M. Edwards, Paul‐Henri Lambert, Steven Black
2019· review· en· The Pediatric Infectious Disease Journal· Neuroscience
machine prediction:candidate · noneconsensus · none
25
citations
afffundno abstractunlabeled
Flying dreams stimulated by an immersive virtual reality task
Claudia Picard‐Deland, Maude Pastor, Elizaveta Solomonova, Tyna Paquette, Toré Nielsen
2020· article· en· Consciousness and Cognition· Neuroscience
machine prediction:candidate · noneconsensus · none
25
citations
affno abstractunlabeled
Catathrenia, a REM predominant disorder of arousal?
Panagis Drakatos, Seán Higgins, Iain Duncan, Sara Stevens, Sakina Dastagir, Adam Birdseye +6 more
2016· article· en· Sleep Medicine· Neuroscience
machine prediction:candidate · noneconsensus · none
25
citations
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