{"id":"W4410845344","doi":"10.1016/j.transm.2025.100173","title":"Association of sleep disruption with treatment response using intermittent theta-burst stimulation for treatment-resistant depression","year":2025,"lang":"en","type":"article","venue":"Transcranial magnetic stimulation .","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health; University of British Columbia; McGill University","funders":"Health Canada; Arrell Family Foundation; Krembil Foundation; Toronto General and Western Hospital Foundation; Fondation Brain Canada","keywords":"Depression (economics); Stimulation; Sleep (system call); Association (psychology); Psychology; Treatment-resistant depression; Neuroscience; Medicine; Psychiatry; Psychotherapist; Major depressive disorder; Mood; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005059022,0.0001638008,0.0003269488,0.0002537044,0.0001547842,0.0002589362,0.0001629774,0.0003403078,0.0007577589],"category_scores_gemma":[0.003338322,0.00007248014,0.0002404002,0.0002709512,0.0001423636,0.0001569185,0.00009380608,0.0005544778,0.00008859517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002792698,"about_ca_system_score_gemma":0.0001448182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008802594,"about_ca_topic_score_gemma":0.001979227,"domain_scores_codex":[0.9996235,0.0001509818,0.00006214359,0.0000484964,0.00007648124,0.00003833145],"domain_scores_gemma":[0.9983079,0.0007177616,0.0006309848,0.00005883262,0.0001164876,0.0001679563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02433914,0.00164592,0.8793569,0.0001904469,0.0008764628,0.0006954752,0.0003146303,0.0004436903,0.0163343,0.00008562432,0.0005256656,0.0751917],"study_design_scores_gemma":[0.0001817095,0.003107938,0.9950081,0.00001253286,0.0001039989,0.000409268,0.00006735636,0.0005359026,0.0003463436,0.00003765191,0.0001820522,0.000007058082],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988102,0.0004520621,0.0001098451,0.00008379671,0.00001281494,0.0000230339,0.00005017583,0.000005826037,0.0004521981],"genre_scores_gemma":[0.9996898,0.00008842858,0.00004814675,0.00002766492,0.000007954581,0.000007615889,0.00005021796,7.782672e-7,0.00007934848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008802594,"threshold_uncertainty_score":0.002675533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04441388539104105,"score_gpt":0.3343417103459169,"score_spread":0.2899278249548758,"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."}}