{"id":"W2972013619","doi":"10.1038/s41386-019-0515-4","title":"Magnetic seizure therapy (MST) for major depressive disorder","year":2019,"lang":"en","type":"article","venue":"Neuropsychopharmacology","topic":"Electroconvulsive Therapy Studies","field":"Medicine","cited_by":93,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University Health Network; University of Toronto; Centre for Addiction and Mental Health","funders":"National Institutes of Health; Ontario Ministry of Research and Innovation; H. Lundbeck A/S; National Health and Medical Research Council; Ontario Ministry of Health and Long-Term Care; Centre for Addiction and Mental Health; National Institute of Mental Health; LivaNova; Pfizer; Ontario Brain Institute; Canadian Institutes of Health Research; Centre for Addiction and Mental Health Foundation; Weston Brain Institute; Medical Research Council; Klarman Family Foundation; Fondation Brain Canada; BrainsWay; Bristol-Myers Squibb; Eli Lilly and Company; BrightFocus Foundation; Indivior; MagVenture; Campbell Institute","keywords":"Electroconvulsive therapy; Major depressive disorder; Depression (economics); Psychology; Hamilton Rating Scale for Depression; Prefrontal cortex; Psychiatry; Rating scale; Treatment-resistant depression; Cognition; Audiology; Medicine","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":[0.0002543739,0.0001881998,0.0003227508,0.0002865725,0.000197113,0.0001563053,0.0001591319,0.0002208589,0.002002346],"category_scores_gemma":[0.0005545452,0.00005296183,0.0002458664,0.0003148648,0.0001525878,0.0001586315,0.0001219074,0.0002863377,0.0002671986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002477315,"about_ca_system_score_gemma":0.0003518397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008385357,"about_ca_topic_score_gemma":0.003824391,"domain_scores_codex":[0.9998995,0.00004513734,0.0000173556,0.00000909723,0.00001615722,0.0000126857],"domain_scores_gemma":[0.9998094,0.00006776089,0.00005650609,0.00001166177,0.00001213318,0.00004249274],"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":[0.127444,0.008699371,0.1215369,0.003799429,0.00395344,0.001931339,0.0004567914,0.0004582721,0.03536138,0.001880899,0.006099579,0.6883786],"study_design_scores_gemma":[0.03725493,0.1791875,0.7351738,0.001172727,0.003182936,0.005633973,0.0008772723,0.0004634673,0.009378034,0.001401249,0.02621077,0.00006333134],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9704532,0.02250209,0.0001216627,0.0005076759,0.000158917,0.0001037016,0.0002713901,0.000007057708,0.005874229],"genre_scores_gemma":[0.9863273,0.01087147,0.0002245777,0.0005913642,0.000138224,0.00007293474,0.0002977106,0.000001373684,0.00147498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002002346,"threshold_uncertainty_score":0.006698549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01155961020561054,"score_gpt":0.3151392175044326,"score_spread":0.3035796072988221,"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."}}