{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001299197,0.0002094331,0.0002222301,0.0001701401,0.0001290157,0.00008709099,0.0004113728,0.00007791135,0.0003707976],"category_scores_gemma":[0.0003236392,0.0001576469,0.00006588847,0.0002767579,0.0001429046,0.000707851,0.0001830255,0.0001623448,0.0002048897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001506463,"about_ca_system_score_gemma":0.00002295914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000188892,"about_ca_topic_score_gemma":0.0000414412,"domain_scores_codex":[0.9982815,0.0002043513,0.0002711374,0.0005843622,0.0002228553,0.0004357399],"domain_scores_gemma":[0.9990965,0.0003426629,0.0001137166,0.0003452024,0.00002411854,0.0000778441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006020486,0.0001330679,0.01209463,0.00003138481,0.000003862669,0.00005386079,0.0005399511,0.0000439827,0.9768949,0.000251237,0.0001890271,0.00970393],"study_design_scores_gemma":[0.0008272424,0.0001324166,0.1575323,0.0001851572,0.000004867326,0.00002665323,0.00002184198,0.00102845,0.8393035,0.000270088,0.0004120552,0.0002553996],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989876,0.00002034492,0.007317702,0.0004949399,0.0005819838,0.0001984222,0.00001255441,0.0001656829,0.001332392],"genre_scores_gemma":[0.998951,0.00002961923,0.0001267942,0.0001094875,0.0001338039,0.00002296745,0.000001034974,0.00002960921,0.0005957287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1454377,"threshold_uncertainty_score":0.6428653,"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."}}