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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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Sleep Medicine Reviews
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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.

161 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.
161 works in the cohort · of 4,299,418page 2 of 4

Labels cover 0 of 161 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 161 of 161 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
A systematic review of ambient heat and sleep in a warming climate
Guillaume Chevance, Kelton Minor, Constanza Vielma, Emmanuel Campi, Cristina O’Callaghan‐Gordo, Xavier Basagaña +2 more
2024· review· en· Sleep Medicine Reviews· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
112
citations
affno abstractunlabeled
Biomarkers associated with obstructive sleep apnea: A scoping review
Graziela De Luca Canto, Camila Pachêco‐Pereira, Seçil Aydınöz, Paul W. Major, Carlos Flores‐Mir, David Gozal
2014· review· en· Sleep Medicine Reviews· Medicine
distilled prediction:candidate · metaresearch+metaepi_narrow+metaepi_broad+research_integrity+insufficient_payloadconsensus · metaepi_narrow+insufficient_payload
101
citations
afffundno abstractunlabeled
Biomarkers of dementia in obstructive sleep apnea
Andrée‐Ann Baril, Julie Carrier, Alexandre Lafrenière, Simon C. Warby, Judes Poirier, Ricardo S. Osorio +4 more
2018· review· en· Sleep Medicine Reviews· Medicine
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · metaepi_narrow
99
citations
afffundno abstractunlabeled
Iron deficiency and sleep – A scoping review
Wayne Leung, Ishmeet Singh, S. McWilliams, Sylvia Stöckler, O. Ipsiroglu
2020· review· en· Sleep Medicine Reviews· Medicine
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · metaepi_narrow+insufficient_payload
80
citations
afffundno abstractunlabeled
Chronobiological features of dream production
Toré Nielsen
2004· review· en· Sleep Medicine Reviews· Neuroscience
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
67
citations
affno abstractunlabeled
Non-sleep effects of hypocretin/orexin
Willis K. Samson, Meghan M. Taylor, Alastair V. Ferguson
2005· review· en· Sleep Medicine Reviews· Neuroscience
distilled prediction:candidate · metaresearch+metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
66
citations
affno abstractunlabeled
Driving simulators in clinical practice
Charles F. George
2003· review· en· Sleep Medicine Reviews· Psychology
distilled prediction:candidate · metaresearch+metaepi_narrow+research_integrity+insufficient_payloadconsensus · research_integrity+insufficient_payload
65
citations
affno abstractunlabeled
Sleep and neuromuscular disorders in children
Rosana Souza Cardoso Alves, M.B.D. Resende, Fabio J.F.B. Souza, Umbertina Conti Reed
2008· review· en· Sleep Medicine Reviews· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · none
57
citations
affno abstractunlabeled
Upper airway muscles awake and asleep
Frédéric Sériès
2002· review· en· Sleep Medicine Reviews· Medicine
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · metaepi_narrow+insufficient_payload
54
citations
affno abstractunlabeled
Diversity in pediatric behavioral sleep intervention studies
A. J. Schwichtenberg, Emily A. Abel, Elizabeth Keys, Sarah M. Honaker
2019· review· en· Sleep Medicine Reviews· Psychology
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
51
citations
aboutno affunlabeled
Comparison of the phenotypic characteristics between responders and non-responders to obstructive sleep apnea treatment using mandibular advancement devices in adult patients: Systematic review and meta-analysis
Sara Camañes‐Gonzalvo, Carlos Bellot‐Arcís, Rocío Marco‐Pitarch, Marina García‐Selva, Rubén Agustín‐Panadero, Vanessa Paredes‐Gallardo +1 more
2022· review· en· Sleep Medicine Reviews· Medicine
distilled prediction:candidate · metaepi_narrow+metaepi_broadconsensus · none
50
citations
affno abstractunlabeled
Pre-sleep cognitive activity in adults: A systematic review
Alexandre Lemyre, Florence Belzile, Madeleine Landry, Célyne Bastien, Luc P. Beaudoin
2019· review· en· Sleep Medicine Reviews· Psychology
distilled prediction:candidate · metaepi_narrow+metaepi_broad+research_integrity+insufficient_payloadconsensus · metaepi_narrow+insufficient_payload
50
citations

How this was built: Screen · Findings · About