{"id":"W2345171742","doi":"10.1111/epi.13389","title":"EEG desynchronization during phasic REM sleep suppresses interictal epileptic activity in humans","year":2016,"lang":"en","type":"article","venue":"Epilepsia","topic":"EEG and Brain-Computer Interfaces","field":"Neuroscience","cited_by":124,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Queen's University; Montreal Neurological Institute and Hospital","funders":"Canadian Institutes of Health Research; Austrian Science Fund","keywords":"Tonic (physiology); Ictal; Electroencephalography; Neuroscience; Rapid eye movement sleep; Polysomnography; Psychology; Slow-wave sleep; Eye movement; Sleep spindle; Non-rapid eye movement sleep; Epilepsy; K-complex; Neuroscience of sleep; Cholinergic","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001007772,0.0001867387,0.0001610361,0.00029344,0.0001016272,0.0001971549,0.00007734573,0.0001362194,0.001054748],"category_scores_gemma":[0.000685347,0.00006564349,0.00009934078,0.0002016659,0.0001605022,0.0001028417,0.00009867603,0.00008612392,0.0002221036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005375335,"about_ca_system_score_gemma":0.00004719524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004695739,"about_ca_topic_score_gemma":0.0008241373,"domain_scores_codex":[0.9999485,0.00001130369,0.000006035862,0.00001728531,0.000009934983,0.00000693962],"domain_scores_gemma":[0.9998688,0.00003145548,0.00005735775,0.00001714853,0.00001385941,0.00001150515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003683776,0.0001554341,0.714457,0.0002637048,0.0003167942,0.002170569,0.000703918,0.0007899019,0.160524,0.000231947,0.0008318191,0.1158711],"study_design_scores_gemma":[0.00001556728,0.0002129461,0.9960864,0.000007782665,0.00002456172,0.001213798,0.00006089905,0.0003013306,0.001487966,0.00008314011,0.0005021672,0.000003417878],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967719,0.000597984,0.00119107,0.00002166961,0.000007094829,0.00001644404,0.0001255948,0.00002890592,0.001239162],"genre_scores_gemma":[0.9993263,0.0001405649,0.0002169311,0.00001264299,0.000008891161,0.000005367267,0.0001274781,0.000004398159,0.000157324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001054748,"threshold_uncertainty_score":0.003528416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02017447669426439,"score_gpt":0.2642968641983208,"score_spread":0.2441223875040564,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}