{"id":"W4311924608","doi":"10.1101/2022.12.19.521103","title":"The neurophysiology of closed-loop auditory stimulation in sleep: a magnetoencephalography study","year":2022,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Université de Montréal; Concordia University","funders":"","keywords":"Magnetoencephalography; Neurophysiology; Neuroscience; Electroencephalography; Sleep (system call); Sleep spindle; Psychology; Brain activity and meditation; Stimulation; Auditory cortex; Memory consolidation; Non-rapid eye movement sleep; Computer science","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0002199372,0.0001484823,0.0001201317,0.0002702325,0.0001516958,0.0001797556,0.0001270124,0.000272055,0.0007924025],"category_scores_gemma":[0.00110931,0.00009639556,0.0001797709,0.0001542093,0.0005026195,0.00019255,0.0001972542,0.0002261558,0.0001069369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001135863,"about_ca_system_score_gemma":0.0001847951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001134799,"about_ca_topic_score_gemma":0.001839465,"domain_scores_codex":[0.9999386,0.00001546864,0.000006442516,0.00001833402,0.00001351943,0.000007683889],"domain_scores_gemma":[0.9996555,0.0001581773,0.00006050024,0.00003350675,0.00005901978,0.00003335721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001303953,0.0002773043,0.05466542,0.0002809723,0.0001141991,0.001602874,0.001479642,0.0005131462,0.9054933,0.001189845,0.0002773598,0.03280203],"study_design_scores_gemma":[0.0001057153,0.00246917,0.9553446,0.00005428272,0.0001082598,0.002470693,0.0007512381,0.003585454,0.03091353,0.00150376,0.002663185,0.00003008766],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946846,0.0006648853,0.003361619,0.00008262093,0.00001587661,0.00006838518,0.00009134757,0.00001581836,0.001014844],"genre_scores_gemma":[0.9980314,0.0003111665,0.001230168,0.00005021547,0.00002132983,0.00003518963,0.000080294,0.000004566642,0.0002355127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001134799,"threshold_uncertainty_score":0.002650917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02625299526997515,"score_gpt":0.2684929364443411,"score_spread":0.242239941174366,"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."}}