{"id":"W2101949062","doi":"10.1017/s1041610206224384","title":"ECT: the preferred treatment for severe depression in late life","year":2006,"lang":"en","type":"article","venue":"International Psychogeriatrics","topic":"Electroconvulsive Therapy Studies","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"National Institute of Mental Health","keywords":"Electroconvulsive therapy; Depression (economics); Psychiatry; Bipolar disorder; Medicine; Disease; Psychology; Physical illness; Adverse effect; Cognition; Clinical psychology; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001058347,0.0001276154,0.0001590229,0.0001157205,0.00005400712,0.00001850037,0.0001151213,0.00005239022,0.00004198071],"category_scores_gemma":[0.0000639204,0.00008148255,0.00009745103,0.0001445965,0.0000197341,0.00004448445,0.0000148319,0.00007343278,0.00001393975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001942412,"about_ca_system_score_gemma":0.00004832837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009367389,"about_ca_topic_score_gemma":0.0001079995,"domain_scores_codex":[0.99915,0.00001952044,0.0002445083,0.0002218335,0.0001931832,0.0001708901],"domain_scores_gemma":[0.9994408,0.0001545606,0.0000892113,0.0001553636,0.0001296665,0.00003042079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01405903,0.003719237,0.7837341,0.00009811896,0.001620447,0.00009349264,0.00155838,0.002850749,0.04611944,0.00307868,0.09344047,0.04962781],"study_design_scores_gemma":[0.01784237,0.0009233616,0.7889115,0.00008408596,0.0001548168,0.00006906061,0.00008236013,0.001816473,0.00434803,0.01122806,0.1741654,0.0003743927],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9788564,0.001416816,0.0004666749,0.009143798,0.0006669534,0.0009814379,0.00003498791,0.00004672202,0.008386238],"genre_scores_gemma":[0.9930693,0.000353064,0.0004569948,0.0006251857,0.0007435828,0.0002346666,0.00006451308,0.00002086821,0.004431834],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08072497,"threshold_uncertainty_score":0.3322762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02203648956533396,"score_gpt":0.327698799321871,"score_spread":0.3056623097565371,"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."}}