{"id":"W4403144519","doi":"10.3389/fpsyt.2024.1428599","title":"Seclusion and mechanical restraint in the wake of the COVID-19 pandemic: an increased use in mental health settings","year":2024,"lang":"en","type":"article","venue":"Frontiers in Psychiatry","topic":"Healthcare Decision-Making and Restraints","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Université de Montréal; Institut universitaire en santé mentale de Montréal; Institut Universitaire en Santé Mentale de Québec","funders":"","keywords":"Seclusion; Pandemic; Medicine; Mental health; Incidence (geometry); Coronavirus disease 2019 (COVID-19); Psychiatry; Population; Retrospective cohort study; Health care; Environmental health; Disease; Infectious disease (medical specialty); Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.000701545,0.0002028726,0.0001801291,0.001012426,0.0009511649,0.001010137,0.0006160024,0.0004788999,0.00264698],"category_scores_gemma":[0.003250286,0.0001496301,0.0002727266,0.001533414,0.0007425843,0.0006860119,0.0007831346,0.0009061222,0.0002012891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00557856,"about_ca_system_score_gemma":0.004959209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3753328,"about_ca_topic_score_gemma":0.558996,"domain_scores_codex":[0.9991671,0.0001703752,0.00008468343,0.0000930684,0.000226373,0.0002583612],"domain_scores_gemma":[0.9958817,0.0003538628,0.002594571,0.00007398364,0.000528242,0.0005676245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002785886,0.00001960077,0.9952716,0.00004388022,0.00001763264,0.00019899,0.0005739911,0.00004563704,0.0001017239,0.00004345685,0.0004492922,0.003206264],"study_design_scores_gemma":[7.12262e-7,0.00002532489,0.9977,0.00005016606,0.000003969883,0.0001519232,0.00154935,0.00006548894,0.00003484236,0.000007924112,0.0004056774,0.000004644323],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952803,0.001095829,0.00009001164,0.0009874676,0.00002237407,0.00003352684,0.001093019,0.00000579909,0.001391607],"genre_scores_gemma":[0.9980393,0.000858711,0.000102464,0.0001505835,0.00002522201,0.00001466188,0.0005083438,0.000001991626,0.0002987966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3753328,"threshold_uncertainty_score":0.7462963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04707405483612493,"score_gpt":0.3884240722112646,"score_spread":0.3413500173751397,"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."}}