{"id":"W4401222453","doi":"10.1192/bjo.2024.649","title":"Monitoring the Conformance of Patients Undergoing Electroconvulsive Therapy (ECT) Treatment to Electroconvulsive Therapy Accreditation Services (ECTAS) Standards at Worcestershire Specialist Mental Health Services","year":2024,"lang":"en","type":"article","venue":"BJPsych Open","topic":"Electroconvulsive Therapy Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Electroconvulsive therapy; Accreditation; Mental health; Medicine; Psychiatry; Medical education; Schizophrenia (object-oriented programming)","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005242702,0.0006012617,0.000885531,0.0002477723,0.0006825631,0.000308302,0.0007117148,0.00009615366,0.0001126962],"category_scores_gemma":[0.000008786729,0.00040471,0.0002054864,0.0007732376,0.00009760578,0.0005755567,0.0001769213,0.0002480036,0.00003539027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001873151,"about_ca_system_score_gemma":0.0008099529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005442669,"about_ca_topic_score_gemma":0.001460701,"domain_scores_codex":[0.9965027,0.0002189303,0.000776997,0.0007589557,0.0009109128,0.0008315127],"domain_scores_gemma":[0.9979733,0.0002778684,0.0004264346,0.0005813338,0.0005275433,0.0002135557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.04719928,0.001982487,0.2563088,0.002387025,0.008999058,0.00004364087,0.2401384,0.00002019078,0.09246559,0.0006506649,0.006454829,0.3433501],"study_design_scores_gemma":[0.02313842,0.03891528,0.2569413,0.005031793,0.0001926089,0.00006216614,0.01535038,0.00006903446,0.3867322,0.0003166515,0.2719052,0.001344857],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.967373,0.01519165,0.00001754072,0.006006316,0.0007364857,0.00912411,0.0001984713,0.0001270148,0.001225386],"genre_scores_gemma":[0.9699034,0.02469669,0.0001845936,0.002414758,0.0006780933,0.0009281056,0.0002303285,0.0001153323,0.000848718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3420052,"threshold_uncertainty_score":0.9998405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0230057641306657,"score_gpt":0.3620242812593699,"score_spread":0.3390185171287042,"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."}}