{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00025232,0.00009578792,0.0001114961,0.0002002648,0.0002775155,0.0000792405,0.000175557,0.00005290842,0.00042041],"category_scores_gemma":[0.000803364,0.00008626742,0.00003349565,0.0008477801,0.0001354498,0.0001478368,0.0001427833,0.0001468361,0.003066576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001402858,"about_ca_system_score_gemma":0.00001551416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001056938,"about_ca_topic_score_gemma":0.000001479193,"domain_scores_codex":[0.9986995,0.0001092198,0.0001402416,0.0003631091,0.0003289559,0.0003589639],"domain_scores_gemma":[0.9991119,0.0004546422,0.0000261891,0.0002567956,0.00002021304,0.0001302974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001164279,0.0001548142,0.23721,0.0001007768,0.00002499648,0.0004977288,0.001530883,0.0003066313,0.1950793,0.1431017,0.09389211,0.3279847],"study_design_scores_gemma":[0.001533003,0.0001947998,0.5593854,0.00003470183,0.00001694159,0.00008739465,0.0002833459,0.04713131,0.1186492,0.01591168,0.2560312,0.0007409678],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9757649,0.00004427484,0.0002460431,0.00220059,0.0003485648,0.0002097082,0.00002090441,0.0003680519,0.02079691],"genre_scores_gemma":[0.9964721,0.0001254908,0.00004762678,0.0003271203,0.0001154377,0.00003807613,0.000004653061,0.00001832796,0.00285116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3272437,"threshold_uncertainty_score":0.9977096,"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."}}