{"id":"W4366292550","doi":"10.1155/2023/7768980","title":"Assessment of Cognitive Function with Sleep Spindle Characteristics in Adults with Epilepsy","year":2023,"lang":"en","type":"article","venue":"Neural Plasticity","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Neuropsychology; Epilepsy; Cognition; Sleep spindle; Neuroplasticity; Audiology; Sleep (system call); Psychology; Cognitive impairment; Internal medicine; Neuroscience; Medicine; Electroencephalography; Slow-wave sleep; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001013523,0.0001475343,0.0002316445,0.0002065967,0.00008651282,0.00002950783,0.0001291053,0.00005010813,0.00006464541],"category_scores_gemma":[0.0005845741,0.000105973,0.00002264085,0.000971271,0.000190886,0.0001802987,0.00006376101,0.000328383,0.00003347342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002808907,"about_ca_system_score_gemma":0.00005921697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004706534,"about_ca_topic_score_gemma":0.00007475475,"domain_scores_codex":[0.9983471,0.0001116701,0.0002120222,0.0003942922,0.0005727703,0.0003621377],"domain_scores_gemma":[0.9986769,0.0009190605,0.0001073587,0.0001064035,0.0001026527,0.00008764141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005541367,0.0006685211,0.952562,0.0002471221,0.0000267791,0.0005570892,0.0003752907,0.001578429,0.02658486,0.0006749783,0.00004326617,0.0111403],"study_design_scores_gemma":[0.001535074,0.001463948,0.9321004,0.0002141838,0.00001766694,0.00001018822,0.0001393683,0.04651202,0.01785553,0.00001560282,0.000004019281,0.0001320689],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973993,7.503378e-7,0.001174801,0.00004284941,0.0001174226,0.0003564065,0.00008268908,0.00006754712,0.0007582827],"genre_scores_gemma":[0.9997345,0.000004377445,0.00001578979,0.0000673825,0.0000418166,0.00006222576,0.0000187925,0.00001809199,0.00003697806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04493359,"threshold_uncertainty_score":0.4321453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03239904490095571,"score_gpt":0.297607655340229,"score_spread":0.2652086104392732,"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."}}