{"id":"W3164459992","doi":"10.1016/j.euroneuro.2021.04.023","title":"Comparative outcomes in electroconvulsive therapy (ECT): A naturalistic comparison between outcomes in psychosis, mania, depression, psychotic depression and catatonia","year":2021,"lang":"en","type":"article","venue":"European Neuropsychopharmacology","topic":"Electroconvulsive Therapy Studies","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Global Assessment of Functioning; Clinical Global Impression; Electroconvulsive therapy; Catatonia; Psychiatry; Mania; Psychosis; Psychology; Schizophrenia (object-oriented programming); Bipolar disorder; Depression (economics); Quality of life (healthcare); Montreal Cognitive Assessment; Clinical psychology; Medicine; Cognition; Psychotherapist; Cognitive impairment","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003904628,0.0007266683,0.001936717,0.0005588632,0.0001500812,0.00004694763,0.0003591883,0.0001329807,0.00009120198],"category_scores_gemma":[0.0001469411,0.0006115283,0.0001723664,0.0008215001,0.0002674818,0.0001870251,0.0001616299,0.001583124,0.00006176412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001244703,"about_ca_system_score_gemma":0.00007449272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004024987,"about_ca_topic_score_gemma":0.0001484731,"domain_scores_codex":[0.9940898,0.002037882,0.001164011,0.001382099,0.0003737599,0.0009523833],"domain_scores_gemma":[0.9975544,0.0009938644,0.0003671078,0.0005736917,0.0002222955,0.0002885936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001405628,0.0009432464,0.8150098,0.00004028398,0.0003589084,0.001041985,0.001409428,0.00000580842,0.1760041,0.00001053186,0.001393709,0.002376585],"study_design_scores_gemma":[0.01591537,0.0007312699,0.9709446,0.0001165718,0.000127196,0.0001833188,0.0001708918,0.00004093861,0.008557772,0.00006470486,0.002649355,0.0004980142],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839778,0.009174944,0.00002033107,0.003260899,0.0006042388,0.00146269,0.00001586145,0.000193735,0.001289494],"genre_scores_gemma":[0.9893227,0.002493983,0.0002280772,0.007134524,0.0001448075,0.0001274859,0.00004256065,0.0001593781,0.0003465482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1674463,"threshold_uncertainty_score":0.9996336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03134033974134128,"score_gpt":0.3736141025385043,"score_spread":0.342273762797163,"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."}}