{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001248864,0.0002028258,0.0003176405,0.0002055244,0.0004248617,0.0003264211,0.0002487807,0.0002350168,0.001135281],"category_scores_gemma":[0.0038739,0.0001667116,0.0003006373,0.0001193145,0.000477222,0.000269852,0.000300482,0.0003108315,0.000184343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003620322,"about_ca_system_score_gemma":0.0004150706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001289726,"about_ca_topic_score_gemma":0.00349138,"domain_scores_codex":[0.9990318,0.0006709328,0.00005838196,0.00008467439,0.0001111793,0.00004305038],"domain_scores_gemma":[0.9981954,0.0006586718,0.0005217475,0.0002255035,0.0001563236,0.0002423072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.05240399,0.07870311,0.7037566,0.0008213615,0.001039487,0.00170903,0.006344512,0.00113847,0.04581069,0.0008988269,0.004605332,0.1027687],"study_design_scores_gemma":[0.003609244,0.09096934,0.8935155,0.00004931045,0.0001153806,0.001858827,0.001546666,0.00151964,0.002640905,0.0004809402,0.003637891,0.00005628198],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992101,0.00005640327,0.0001509453,0.00002271328,0.000005470899,0.0001463091,0.00007841647,0.000002555078,0.0003269915],"genre_scores_gemma":[0.9976807,0.00009316074,0.0010113,0.0001353184,0.00001429813,0.0004436705,0.0002798112,0.000001923881,0.0003397983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001289726,"threshold_uncertainty_score":0.006604731,"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."}}