{"id":"W4417321159","doi":"10.1186/s13033-025-00692-8","title":"Economic data on interventions for reducing aggression and restrictive interventions in inpatient mental health: a systematic review","year":2025,"lang":"en","type":"article","venue":"International Journal of Mental Health Systems","topic":"Workplace Violence and Bullying","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Douglas Mental Health University Institute; McGill University; Cegep Edouard Montpetit; Institut national de psychiatrie légale Philippe-Pinel","funders":"","keywords":"Psychological intervention; Aggression; Suicide prevention; Human factors and ergonomics; Poison control; Mental health; Economic cost; Cost–benefit analysis","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":[0.02482089,0.002118128,0.009586585,0.01797359,0.0006863186,0.00460418,0.002001795,0.002066072,0.007802271],"category_scores_gemma":[0.1328757,0.001272718,0.01044064,0.01459614,0.001007824,0.002672355,0.001985351,0.002113786,0.0003396342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006138165,"about_ca_system_score_gemma":0.01520163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005878984,"about_ca_topic_score_gemma":0.01537362,"domain_scores_codex":[0.971953,0.01424038,0.007772799,0.0008531869,0.00464719,0.0005334361],"domain_scores_gemma":[0.9003139,0.07976896,0.01339001,0.0007555112,0.005232128,0.0005395256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0005470589,0.00004542779,0.0006313451,0.9274361,0.01459279,0.00007865808,0.0001118394,0.0003510478,0.00006740872,0.0007057522,0.001201441,0.05423115],"study_design_scores_gemma":[0.0005478038,0.0003658099,0.00340167,0.9219701,0.05953184,0.0001923982,0.0002613819,0.0002512039,0.0001649182,0.0007375748,0.01253243,0.00004277523],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002043335,0.9937044,0.0004440295,0.0008508564,0.0002321154,0.000799117,0.0009311154,0.00001205159,0.0009830657],"genre_scores_gemma":[0.03132345,0.9643248,0.001543121,0.0006502903,0.0001731279,0.001356232,0.0004601285,0.00001031184,0.0001584873],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02482089,"threshold_uncertainty_score":0.131267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1085677877180734,"score_gpt":0.4902968062109822,"score_spread":0.3817290184929088,"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."}}