{"id":"W4413764872","doi":"10.21203/rs.3.rs-7238063/v1","title":"Deep brain stimulation for major depressive disorder: A Systematic Review and Meta-Analysis","year":2025,"lang":"en","type":"preprint","venue":"Research Square","topic":"Neurological disorders and treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Sunnybrook Hospital; Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Meta-analysis; Deep brain stimulation; Stimulation; Brain stimulation; Major depressive disorder; Psychology; Neuroscience; Medicine; Internal medicine; Cognition","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":[0.01131528,0.002894779,0.01764129,0.003241281,0.0006413012,0.003305709,0.001989515,0.002748541,0.005699008],"category_scores_gemma":[0.02531653,0.001632216,0.03472545,0.003821621,0.0009680668,0.002058769,0.002214062,0.002481118,0.0004321797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00231341,"about_ca_system_score_gemma":0.00275405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006619869,"about_ca_topic_score_gemma":0.02020797,"domain_scores_codex":[0.9931117,0.003351323,0.001753463,0.0008327621,0.0006321978,0.0003186235],"domain_scores_gemma":[0.990086,0.006598936,0.002116964,0.0005127871,0.0005189678,0.000166367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.004783438,0.00005507559,0.001989475,0.1959417,0.7863414,0.00008380623,0.00009720451,0.0003079211,0.0003021194,0.0001308614,0.0004207533,0.009546133],"study_design_scores_gemma":[0.002901883,0.000275365,0.002400165,0.01115305,0.9819763,0.00005221631,0.0000520232,0.0001237042,0.00006666731,0.0001826185,0.0007926742,0.00002341651],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01343792,0.9840629,0.0007518118,0.0002295349,0.0002463346,0.000450459,0.0004687064,0.00004115683,0.0003111201],"genre_scores_gemma":[0.4093867,0.5812914,0.004410636,0.001730945,0.0004148266,0.001228642,0.000707108,0.00006319582,0.0007664959],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01764129,"threshold_uncertainty_score":0.05984169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1175302422933835,"score_gpt":0.45094813584059,"score_spread":0.3334178935472065,"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."}}