{"id":"W3207803148","doi":"10.5498/wjp.v11.i10.897","title":"Neurofeedback for insomnia: Current state of research","year":2021,"lang":"en","type":"article","venue":"World Journal of Psychiatry","topic":"Sleep and related disorders","field":"Psychology","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Université Laval","keywords":"Neurofeedback; Sensorimotor rhythm; Insomnia; Medicine; Physical medicine and rehabilitation; Neuromodulation; Population; Biofeedback; Psychology; Clinical psychology; Psychiatry; Neuroscience; Electroencephalography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.008544415,0.0009706116,0.003803694,0.003348701,0.0006962927,0.003117782,0.001788408,0.003139472,0.005584176],"category_scores_gemma":[0.02209871,0.0006165134,0.00280585,0.004860304,0.001353503,0.002869856,0.001100332,0.002060193,0.001078754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001762064,"about_ca_system_score_gemma":0.006726783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003861289,"about_ca_topic_score_gemma":0.007973223,"domain_scores_codex":[0.9973053,0.0006413887,0.0009426788,0.0003740645,0.0005906426,0.0001459158],"domain_scores_gemma":[0.9574794,0.03307465,0.004256896,0.0004846485,0.004293648,0.0004108436],"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":[0.0004585533,0.0001222676,0.001200275,0.3090408,0.001186251,0.00009546072,0.0003197537,0.0001642261,0.0005174617,0.00138321,0.006649042,0.6788626],"study_design_scores_gemma":[0.0002875416,0.001195082,0.01084012,0.7352033,0.01517456,0.001134365,0.001283825,0.0004101975,0.0007910683,0.005239084,0.22835,0.00009094163],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001605977,0.9988092,0.00004728093,0.0006787605,0.00009272125,0.000008086377,0.0000199803,0.000004128676,0.0001792176],"genre_scores_gemma":[0.003586702,0.9950937,0.0002873117,0.0006514945,0.000254091,0.00003144379,0.0000347836,0.000002762172,0.00005782472],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008544415,"threshold_uncertainty_score":0.04518771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0464840276681157,"score_gpt":0.4026707391742663,"score_spread":0.3561867115061506,"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."}}