ArticleFrontiers in neuroscience2019
Validation of 'Somnivore', a Machine Learning Algorithm for Automated Scoring and Analysis of Polysomnography Data.
Article in Frontiers in neuroscience, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 29 papers.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Who cites it
29 citing papers in PubMed.
- Sleep Quality and Congestion with Breathe Right Nasal Strips: Two Randomized Controlled Trials.Advances in therapy · 2019Trial
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- AAV delivery of full-length SYNGAP1 rescues epileptic and behavioral phenotypes in a mouse model of SYNGAP1-related disorders.Molecular therapy : the journal of the American Society of Gene Therapy · 2025Article
- Sleep Identification Enabled by Supervised Training Algorithms (SIESTA): An Open-Source Platform for Automatic Sleep Staging of Rodent Electrocorticographic and Electromyographic Data.Journal of biological rhythms · 2025Article
- Seven unique frequency profiles for scoring vigilance states in preclinical electrophysiological data.Frontiers in neuroscience · 2025Article
- Contribution of basal ganglia activity to REM sleep disorder in Parkinson's disease.Journal of neurology, neurosurgery, and psychiatry · 2024Article
- Seasonal variation in sleep time: jackdaws sleep when it is dark, but do they really need it?Journal of comparative physiology. B, Biochemical, systemic, and environmental physiology · 2024Article
- Biological sex influences sleep phenotype in mice experiencing spontaneous opioid withdrawal.Journal of sleep research · 2024Article
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- An EEG Signature of MCH Neuron Activities Predicts Cocaine Seeking.bioRxiv : the preprint server for biology · 2024Article
- Sleep-Deep-Learner is taught sleep-wake scoring by the end-user to complete each record in their style.Sleep advances : a journal of the Sleep Research Society · 2024Article
- Somnotate: A probabilistic sleep stage classifier for studying vigilance state transitions.PLoS computational biology · 2024Article
- Trace amine-associated receptors (TAARs)2-9 knockout mice exhibit reduced wakefulness and disrupted REM sleep.Frontiers in psychiatry · 2024Article
- Sleep-Deep-Net learns sleep wake scoring from the end-user and completes each record in their style.bioRxiv : the preprint server for biology · 2023Article
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- Spotlight on Sleep Stage Classification Based on EEG.Nature and science of sleep · 2023Article
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- Differential sleep/wake response and sex differences following acute suvorexant, MK-1064 and zolpidem administration in the rTg4510 mouse model of tauopathy.British journal of pharmacology · 2022Article
Corrections and comments
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Authors and funding
23 authors.
Funding
Abstract
Manual scoring of polysomnography data is labor-intensive and time-consuming, and most existing software does not account for subjective differences and user variability. Therefore, we evaluated a supervised machine learning algorithm, Somnivore
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.