{"id":"W4200117691","doi":"10.1177/07067437211064020","title":"Naturalistic Study on the Effects of Electroconvulsive Therapy (ECT) on Depressive Symptoms","year":2021,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Electroconvulsive Therapy Studies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Homewood Research Institute; St. Joseph’s Healthcare Hamilton","funders":"Canadian Institutes of Health Research","keywords":"Electroconvulsive therapy; Depression (economics); Beck Depression Inventory; Major depressive disorder; Psychiatry; Depressive symptoms; Ambulatory; Psychology; Medicine; Internal medicine; Cognition; Anxiety","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0003733451,0.0002575319,0.0005183104,0.0001926308,0.0003924048,0.00003259541,0.0003768876,0.00007246622,0.00006123073],"category_scores_gemma":[0.0006029215,0.0001313416,0.0002616342,0.000414208,0.0002014392,0.00003299147,0.00001020207,0.001024579,0.000008322176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001993614,"about_ca_system_score_gemma":0.00262357,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006751507,"about_ca_topic_score_gemma":0.02481195,"domain_scores_codex":[0.9980267,0.0004850785,0.000434221,0.000189049,0.000453908,0.0004110184],"domain_scores_gemma":[0.9971911,0.0009725332,0.0004584144,0.0005218585,0.0006123822,0.0002436989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009006756,0.003431009,0.6356692,0.000478586,0.02995706,0.004823265,0.03235706,0.00006525773,0.07265885,0.1112839,0.08880897,0.0114601],"study_design_scores_gemma":[0.01412484,0.03779612,0.8005269,0.002039783,0.001498006,0.001887679,0.005003778,0.000003924274,0.1127057,0.02187435,0.001915734,0.0006231971],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9515426,0.01646136,0.000002994684,0.02908545,0.001233254,0.000824085,0.000004213822,0.000006175258,0.0008399121],"genre_scores_gemma":[0.9919578,0.0002367225,0.00002232186,0.006891215,0.0005929831,0.00002063753,0.000001040904,0.00003716761,0.0002400797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1648577,"threshold_uncertainty_score":0.9929827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009870714227532,"score_gpt":0.2658123353187629,"score_spread":0.2559416210912309,"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."}}