{"id":"W3193584752","doi":"10.3389/fpsyt.2021.693788","title":"Retrospective Observational Study of Daytime Add-On Administration of Zopiclone to Difficult-to-Treat Psychiatric Inpatients With Unpredictable Aggressive Behavior, With or Without EEG Dysrhythmia","year":2021,"lang":"en","type":"article","venue":"Frontiers in Psychiatry","topic":"Healthcare Decision-Making and Restraints","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Alberta Health Services","funders":"","keywords":"Zopiclone; Medicine; Sedation; Insomnia; Observational study; Anesthesia; Psychology; Psychiatry; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003929617,0.0002016218,0.0004472924,0.0007033032,0.0004972829,0.0003851165,0.0002601224,0.0002348871,0.0009850332],"category_scores_gemma":[0.002493085,0.0003077888,0.0003319732,0.0006613916,0.0002437392,0.0003110052,0.000287932,0.0004062413,0.0001656329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008420371,"about_ca_system_score_gemma":0.0007857531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008121739,"about_ca_topic_score_gemma":0.01234648,"domain_scores_codex":[0.9993795,0.0001265022,0.0001067775,0.0001121143,0.0001861599,0.00008884222],"domain_scores_gemma":[0.9971251,0.0003691323,0.001895401,0.00009743015,0.0002306665,0.0002822129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000421686,0.0003182027,0.9942111,0.0000529081,0.00006317438,0.0007177192,0.0002205909,0.00002161811,0.0003589079,0.000009561702,0.0001300557,0.00347453],"study_design_scores_gemma":[0.00004053374,0.001222287,0.9960034,0.00001530069,0.0000475921,0.001721994,0.0003985039,0.00008487551,0.0001311031,0.000005780419,0.0003219734,0.000006670948],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999266,0.0002439628,0.00004001947,0.00001050973,0.000003856359,0.00003120583,0.0001451005,0.000002222809,0.0002571331],"genre_scores_gemma":[0.9993021,0.0002233376,0.00008560812,0.00004149624,0.00001332338,0.00001840582,0.000209802,0.000002019776,0.0001037365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008121739,"threshold_uncertainty_score":0.01614892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0330336802781312,"score_gpt":0.3547812473975901,"score_spread":0.3217475671194589,"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."}}