{"id":"W2787342342","doi":"10.7759/cureus.2174","title":"Sleep Deprivation Therapy Enhanced Via Repetitive Transcranial Magnetic Stimulation in Major Depression","year":2018,"lang":"en","type":"review","venue":"Cureus","topic":"Transcranial Magnetic Stimulation Studies","field":"Neuroscience","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"Transcranial magnetic stimulation; Medicine; Depression (economics); Sleep deprivation; Major depressive disorder; Psychiatry; Deep transcranial magnetic stimulation; Neuroscience; Physical medicine and rehabilitation; Stimulation; Mood; Psychology; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002474938,0.0006767887,0.001270371,0.0003230166,0.0002123402,0.0000717053,0.0005131332,0.0004853519,0.0008203016],"category_scores_gemma":[0.0004779987,0.0005876817,0.0003568277,0.0009409942,0.0002223405,0.0002663278,0.00005928087,0.000409348,0.0002588643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001862636,"about_ca_system_score_gemma":0.00007589772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005226209,"about_ca_topic_score_gemma":0.00008221607,"domain_scores_codex":[0.9959011,0.0005935628,0.001123808,0.001297974,0.00059176,0.000491759],"domain_scores_gemma":[0.9977977,0.0009528932,0.00039127,0.0006485931,0.0001134496,0.00009611497],"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":[0.0001528764,0.0001890898,0.00002069543,0.0007235807,0.00001486684,0.0000135227,0.0005383847,0.00003053783,0.007681508,0.0000530717,0.00001757288,0.9905643],"study_design_scores_gemma":[0.01697419,0.003296897,0.01086144,0.01588546,0.001528603,0.0001180925,0.00004859692,0.003888171,0.006681648,0.003777195,0.9318056,0.005134136],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001796265,0.981309,0.01067606,0.00002097822,0.001013862,0.003013435,0.00005165421,0.0002098397,0.001908885],"genre_scores_gemma":[0.05806971,0.9402882,0.0004623783,0.00008695857,0.0004317474,0.0003972931,0.0000356551,0.0001101215,0.0001178693],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9854302,"threshold_uncertainty_score":0.9996575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06835145522800933,"score_gpt":0.3423604777292285,"score_spread":0.2740090225012192,"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."}}