{"id":"W4230597295","doi":"10.3410/f.736558705.793578953","title":"Faculty Opinions recommendation of Magnetic seizure therapy (MST) for major depressive disorder.","year":2020,"lang":"en","type":"dataset","venue":"Faculty Opinions – Post-Publication Peer Review of the Biomedical Literature","topic":"Electroconvulsive Therapy Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","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; Rating scale; Prefrontal cortex; Hamilton Rating Scale for Depression; Psychiatry; Recall; Cognition; Treatment-resistant depression; Medicine; Audiology; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000945607,0.0005601574,0.0008521355,0.0007578474,0.0009068552,0.002119712,0.001162246,0.006357609,0.481233],"category_scores_gemma":[0.005056365,0.0003228376,0.00111734,0.0008563285,0.0004254735,0.0009550028,0.0006679199,0.002411642,0.37232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000880746,"about_ca_system_score_gemma":0.002571535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003093106,"about_ca_topic_score_gemma":0.01106468,"domain_scores_codex":[0.9993525,0.0000658407,0.00007040407,0.00009507917,0.0003276825,0.00008844792],"domain_scores_gemma":[0.9963986,0.0003011598,0.000270914,0.0001884186,0.001629081,0.001211879],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004532124,0.00006615675,0.0002621626,0.0001391065,0.000007309059,0.00007570628,0.000005727363,0.00001879217,0.0002473784,0.0002431037,0.950842,0.04804712],"study_design_scores_gemma":[0.0001394255,0.00006544737,0.001894969,0.00019077,0.00001151069,0.0001557115,0.00001699444,0.00007319622,0.0001121057,0.0004583717,0.9968748,0.000006775773],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"dataset","genre_scores_codex":[0.002059346,0.00943993,0.001048356,0.1866926,0.0789695,0.001041983,0.007240632,0.0012208,0.7122869],"genre_scores_gemma":[0.004774203,0.006413007,0.001442247,0.05259026,0.03227426,0.0002819743,0.00350871,0.0002250536,0.8984903],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.9990544,"threshold_uncertainty_score":0.7399582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03340072164769788,"score_gpt":0.3637870962256419,"score_spread":0.3303863745779441,"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."}}