{"id":"W4378172646","doi":"10.1111/epi.17664","title":"Sleep, oscillations, and epilepsy","year":2023,"lang":"en","type":"article","venue":"Epilepsia","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Université Laval; Montreal Neurological Institute and Hospital","funders":"National Institute of Neurological Disorders and Stroke; Canadian Institutes of Health Research; Agence Nationale de la Recherche","keywords":"Non-rapid eye movement sleep; Ictal; Epilepsy; Psychology; Neuroscience; Eye movement; Sleep (system call); Wakefulness; Electroencephalography; Slow-wave sleep; Neuroscience of sleep; Generalized epilepsy; Audiology; Medicine; Computer science","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":[0.0003832986,0.0004939966,0.0003865464,0.001220173,0.0004300956,0.001563904,0.0003236043,0.0008818406,0.001947734],"category_scores_gemma":[0.0005788032,0.0001016333,0.00025617,0.001106711,0.00183571,0.00103305,0.0008039502,0.001021206,0.000452667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006862091,"about_ca_system_score_gemma":0.0006223165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003502433,"about_ca_topic_score_gemma":0.003649822,"domain_scores_codex":[0.9998019,0.00006494211,0.00002413954,0.00003993351,0.00004157806,0.00002747319],"domain_scores_gemma":[0.9998075,0.00008996605,0.00004225077,0.00001098372,0.00002801237,0.00002139336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002699979,0.00007132936,0.007799248,0.00432078,0.000171852,0.001697736,0.002923315,0.001586627,0.00920536,0.2983234,0.03944192,0.6341885],"study_design_scores_gemma":[0.00002055639,0.0002503016,0.03459856,0.002873892,0.00008770954,0.005364075,0.00151322,0.000697936,0.001117304,0.2812372,0.6721668,0.00007252996],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01016293,0.9550999,0.003432414,0.007286108,0.001563001,0.00003240693,0.000180649,0.00007631206,0.02216626],"genre_scores_gemma":[0.1261254,0.8462842,0.003651156,0.005375224,0.004744723,0.00008317664,0.0003045026,0.0000377562,0.01339377],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003502433,"threshold_uncertainty_score":0.006964087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05791402561881143,"score_gpt":0.3141695351168413,"score_spread":0.2562555094980299,"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."}}