{"id":"W2762108420","doi":"10.1097/yct.0000000000000461","title":"Predictors of Electroconvulsive Therapy Use in a Large Inpatient Psychiatry Population","year":2017,"lang":"en","type":"article","venue":"Journal of Ect","topic":"Electroconvulsive Therapy Studies","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Electroconvulsive therapy; Psychiatry; Population; Medicine; Retrospective cohort study; Mood; Mood disorders; Schizophrenia (object-oriented programming); Internal medicine; Anxiety","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":[],"consensus_categories":[],"category_scores_codex":[0.0003747517,0.0001281878,0.0004937068,0.0002664855,0.00008760565,0.00001733024,0.0001442947,0.00006317795,0.0000237242],"category_scores_gemma":[0.000327394,0.00009465306,0.0001675256,0.0000886799,0.00004047896,0.0002837643,0.00001943138,0.0003156722,9.604593e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001076369,"about_ca_system_score_gemma":0.0001281237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006767154,"about_ca_topic_score_gemma":0.0002334765,"domain_scores_codex":[0.9987468,0.00006510811,0.0005655774,0.0001024426,0.000298565,0.0002215586],"domain_scores_gemma":[0.9982264,0.00005947134,0.001078106,0.0002605253,0.00031368,0.00006181639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001606246,0.0003453752,0.9823216,0.00002064058,0.0002734498,0.00001704177,0.0004182583,0.000002115068,0.01399565,0.00008460541,0.0004002632,0.0005147097],"study_design_scores_gemma":[0.004982482,0.003294465,0.9826676,0.0002399741,0.00005120826,0.00006368785,0.00007026864,0.00001060034,0.007961375,0.0003027903,0.0002822816,0.00007330494],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996987,0.001376549,0.00002799763,0.0008291975,0.0003428981,0.0002992788,0.000002970912,0.000004938418,0.000129145],"genre_scores_gemma":[0.9978623,0.001253631,0.0003159302,0.0002170977,0.0002794247,0.000003969281,0.000001907387,0.00001759743,0.00004810328],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006034276,"threshold_uncertainty_score":0.385984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0205220385171643,"score_gpt":0.3112209268846349,"score_spread":0.2906988883674706,"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."}}