{"id":"W4401920594","doi":"10.1192/j.eurpsy.2024.1461","title":"The perception of Romanian mental health professionals on electroconvulsive therapy","year":2024,"lang":"en","type":"article","venue":"European Psychiatry","topic":"Electroconvulsive Therapy Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"NIH Clinical Center; Gdański Uniwersytet Medyczny; Instituto de Ciências Biomédicas Abel Salazar, Universidade do Porto; Centre hospitalier universitaire Sainte-Justine; Universidade do Porto; King's College London","keywords":"Electroconvulsive therapy; Romanian; Mental health; Perception; Psychology; Psychiatry; Medicine; Psychotherapist; Schizophrenia (object-oriented programming); Neuroscience","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005728641,0.000194963,0.0002308952,0.00009802677,0.0003426582,0.00002362679,0.000141433,0.00002304593,0.00008085819],"category_scores_gemma":[0.00001147276,0.0001143534,0.0001537378,0.000219255,0.0000934684,0.00004062307,0.00002458821,0.0003630938,0.0002127647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009559597,"about_ca_system_score_gemma":0.0002170522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003960432,"about_ca_topic_score_gemma":0.000007737711,"domain_scores_codex":[0.9983641,0.0003523912,0.0003493267,0.0003046172,0.0003075889,0.0003220033],"domain_scores_gemma":[0.999392,0.0000663755,0.0001073302,0.000299827,0.00005733837,0.00007708749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003396834,0.001304467,0.006322606,0.0004611349,0.00150989,0.00002687681,0.0241537,4.32709e-7,0.1049884,0.02053118,0.6635895,0.1737149],"study_design_scores_gemma":[0.007448062,0.02759892,0.2751751,0.007186448,0.0001111405,0.0003851677,0.02237827,0.00006909823,0.005997717,0.002329418,0.6503459,0.0009747182],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7844785,0.05426426,0.00002760138,0.1363289,0.002020997,0.001589591,0.0000159108,0.0002625041,0.02101175],"genre_scores_gemma":[0.9819626,0.003744612,0.0002301188,0.008902607,0.0009090075,0.00002202893,0.0000259102,0.00008910896,0.004114028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2688525,"threshold_uncertainty_score":0.4663195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01113901102054621,"score_gpt":0.3215505589238866,"score_spread":0.3104115479033404,"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."}}