{"id":"W3134172654","doi":"10.1111/jpm.12752","title":"Silver linings: Observed reductions in aggression and use of restraints and seclusion in psychiatric inpatient care during COVID‐19","year":2021,"lang":"en","type":"article","venue":"Journal of Psychiatric and Mental Health Nursing","topic":"Healthcare Decision-Making and Restraints","field":"Psychology","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University; Ontario Shores Centre for Mental Health Sciences","funders":"","keywords":"Seclusion; Aggression; Pandemic; Mental health; Psychiatry; Psychological intervention; Mental illness; Health care; Suicide prevention; Psychology; Medicine; Occupational safety and health; Coronavirus disease 2019 (COVID-19); Poison control; Nursing; Medical emergency; Disease; Political science","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":[0.002266559,0.0002460817,0.0002821699,0.0003643502,0.001163524,0.0008414424,0.0009983686,0.0007681784,0.005467921],"category_scores_gemma":[0.01781111,0.0002863803,0.0005081875,0.000470097,0.001114452,0.001199494,0.001540096,0.002063752,0.0006719621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001837051,"about_ca_system_score_gemma":0.002966587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03242207,"about_ca_topic_score_gemma":0.06852949,"domain_scores_codex":[0.9977862,0.0007610787,0.0002957843,0.0002615704,0.000520951,0.00037432],"domain_scores_gemma":[0.9874121,0.002442545,0.005653081,0.0006223032,0.002639677,0.001230208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001347883,0.0005744215,0.7430347,0.002012869,0.0003496761,0.0005958945,0.03004465,0.0002765786,0.002689834,0.0006877745,0.04626372,0.172122],"study_design_scores_gemma":[0.00001818892,0.0004267874,0.9812776,0.0005338332,0.00005773156,0.0001753077,0.01067543,0.00008498382,0.0005482529,0.0002128973,0.005962034,0.00002684649],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9604441,0.002105431,0.000791263,0.02525079,0.0007910699,0.0001837637,0.002439631,0.00007705161,0.007916895],"genre_scores_gemma":[0.9903671,0.001039332,0.0007513223,0.004692087,0.000232755,0.0001678503,0.0006896763,0.00002941691,0.002030559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03242207,"threshold_uncertainty_score":0.06446671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05510798655219333,"score_gpt":0.4030390080172276,"score_spread":0.3479310214650342,"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."}}