{"id":"W3085429194","doi":"10.1176/appi.ajp-rj.2020.160103","title":"A Brief History of Electroconvulsive Therapy","year":2020,"lang":"en","type":"article","venue":"American Journal of Psychiatry Residents Journal","topic":"Electroconvulsive Therapy Studies","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Electroconvulsive therapy; Psychiatry; Psychology; Medicine; Epilepsy; Schizophrenia (object-oriented programming)","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":[0.0004901721,0.000300252,0.001213212,0.0003589569,0.00007543781,0.00001799931,0.0004319883,0.00005162201,0.0003085408],"category_scores_gemma":[0.0002033058,0.0002355779,0.000637731,0.0004627278,0.0004648309,0.0002349705,0.00002821739,0.001246086,0.000007791126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004207609,"about_ca_system_score_gemma":0.002440542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000026695,"about_ca_topic_score_gemma":0.000004722879,"domain_scores_codex":[0.9967673,0.0002736813,0.00135651,0.0002012948,0.0009518817,0.0004492666],"domain_scores_gemma":[0.9950688,0.00009417634,0.002963003,0.0001977101,0.001087977,0.0005882832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02727088,0.001095133,0.5157607,0.0001313924,0.006412906,0.0007211549,0.008886633,0.00001285598,0.2010412,0.0002833375,0.1941139,0.04427001],"study_design_scores_gemma":[0.04502684,0.1546406,0.6103861,0.00198208,0.002154293,0.05126651,0.01316654,0.00003000117,0.02370092,0.003957808,0.09201194,0.001676326],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9301043,0.04039161,0.0007525252,0.02658125,0.00102,0.000230687,0.000001913329,0.00001659171,0.0009010846],"genre_scores_gemma":[0.9689839,0.01117075,0.005856064,0.01111383,0.002515902,0.000002083734,6.10041e-7,0.00007581507,0.0002810825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1773403,"threshold_uncertainty_score":0.9606588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01664391192238974,"score_gpt":0.277337355549741,"score_spread":0.2606934436273513,"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."}}