{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001950958,0.0001766491,0.0002300952,0.0006734157,0.001323367,0.001931383,0.0002387952,0.0005841467,0.003441316],"category_scores_gemma":[0.007862463,0.0001297039,0.0001642813,0.0005432384,0.002605936,0.0008302705,0.001326119,0.0007472393,0.0002287153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001026783,"about_ca_system_score_gemma":0.001063965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003788325,"about_ca_topic_score_gemma":0.002919058,"domain_scores_codex":[0.9976526,0.001513634,0.00009792428,0.00008296061,0.0003774744,0.0002754367],"domain_scores_gemma":[0.9967981,0.00134117,0.001056308,0.00008330942,0.0003584298,0.0003627597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001853484,0.000232679,0.2023206,0.0006576538,0.00003531463,0.002313486,0.7449704,0.00006906217,0.001860927,0.004560603,0.003395011,0.03939889],"study_design_scores_gemma":[0.00001774072,0.0001881878,0.1810319,0.0007366157,0.00001918866,0.0021781,0.7964591,0.0001112906,0.000295372,0.0004053659,0.01852833,0.00002882042],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839131,0.001764029,0.0001200503,0.001941579,0.00005630116,0.00002121592,0.00002254566,0.000001990622,0.0121591],"genre_scores_gemma":[0.9979017,0.0009843089,0.00004874406,0.000500566,0.00002567797,0.000009814224,0.000009539644,0.000001256472,0.0005184565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003788325,"threshold_uncertainty_score":0.01151228,"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."}}