{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008052619,0.000110299,0.0002758102,0.0005353334,0.00008490992,0.00001688303,0.0002701525,0.00005077661,0.0004199223],"category_scores_gemma":[0.0001011224,0.00009426182,0.0002808866,0.0009076012,0.0001205771,0.0000619515,0.00003790901,0.0009012599,0.00004629901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001988068,"about_ca_system_score_gemma":0.0003666499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005480517,"about_ca_topic_score_gemma":0.0001322376,"domain_scores_codex":[0.9980976,0.0002833167,0.0007073488,0.0001814279,0.000377305,0.0003530003],"domain_scores_gemma":[0.9982606,0.0003113351,0.000367616,0.000279152,0.000649191,0.0001321426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00153863,0.003635796,0.09415187,0.0002755566,0.001115476,0.00006975709,0.00198661,0.0001647554,0.0002692564,0.02418115,0.7267367,0.1458745],"study_design_scores_gemma":[0.01600432,0.001489094,0.1555766,0.001031861,0.0004794972,0.0003444124,0.003289049,0.00002280912,0.0004281314,0.1409885,0.6798549,0.0004908397],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.787301,0.1251149,0.001162576,0.02016432,0.04581476,0.0004472391,0.0000403273,0.00002375279,0.01993108],"genre_scores_gemma":[0.9845279,0.001482052,0.002988986,0.0004730951,0.001557414,0.00001242209,0.000006664698,0.00007647549,0.00887497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1972269,"threshold_uncertainty_score":0.4597855,"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."}}