{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001787251,0.0001882153,0.0003703792,0.0008513782,0.000451633,0.0006934488,0.0005177347,0.0003284484,0.001297132],"category_scores_gemma":[0.0145623,0.0002329103,0.0002302074,0.001005315,0.0002832864,0.00035263,0.0004534119,0.0005368316,0.0003635008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000823647,"about_ca_system_score_gemma":0.0007768435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01231676,"about_ca_topic_score_gemma":0.02178071,"domain_scores_codex":[0.9974442,0.0006591838,0.0007270649,0.0002221191,0.0007272549,0.0002202378],"domain_scores_gemma":[0.9860896,0.002427152,0.007196154,0.0005626689,0.002922543,0.0008018498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002559976,0.0001307327,0.9749897,0.00007479219,0.00002905294,0.0005487573,0.001059937,0.0001014484,0.0008795608,0.00002049271,0.001056215,0.02085352],"study_design_scores_gemma":[0.00001182659,0.0003865411,0.9970208,0.00002429864,0.0000134633,0.0007117228,0.0004190112,0.0002442941,0.0004214583,0.000008685265,0.0007288646,0.000009067095],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967448,0.0002014127,0.0001905012,0.0001759573,0.00001903413,0.0001092919,0.0004533514,0.00003318733,0.002072429],"genre_scores_gemma":[0.9976184,0.0002717646,0.0006010948,0.0001395011,0.00001715523,0.00007192951,0.0005369264,0.00001053937,0.0007327542],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01231676,"threshold_uncertainty_score":0.02449012,"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."}}