{"id":"W2757726848","doi":"10.1111/inm.12379","title":"Multidimensional approach to restraint minimization: The journey of a specialized mental health organization","year":2017,"lang":"en","type":"article","venue":"International Journal of Mental Health Nursing","topic":"Healthcare Decision-Making and Restraints","field":"Psychology","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Ontario Shores Centre for Mental Health Sciences","funders":"","keywords":"Seclusion; Medicine; Mental health; Incident report; Patient isolation; Psychiatry; Emergency medicine; University hospital","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":[0.009019892,0.0003997708,0.0003182243,0.001173315,0.007552833,0.006328649,0.001344947,0.00144916,0.002430176],"category_scores_gemma":[0.01186132,0.0004224408,0.0004679282,0.001120761,0.004378005,0.003747428,0.009162919,0.004050758,0.0003142773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005680718,"about_ca_system_score_gemma":0.01712192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01872536,"about_ca_topic_score_gemma":0.05900308,"domain_scores_codex":[0.992027,0.0051631,0.0002986456,0.0003256638,0.000770427,0.00141523],"domain_scores_gemma":[0.9872707,0.001359154,0.00210506,0.0006007716,0.001532011,0.007132356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001779339,0.001792347,0.3736762,0.0006409938,0.000207325,0.002171252,0.2896329,0.0006477908,0.001375113,0.0105916,0.0252769,0.2938097],"study_design_scores_gemma":[0.000039856,0.001171085,0.3540003,0.001086244,0.00004718306,0.001589421,0.5909004,0.001059105,0.0003642457,0.00522021,0.04440709,0.0001149981],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8731834,0.004240578,0.002699759,0.1070317,0.0003759651,0.0001424707,0.00008280428,0.00005966427,0.01218376],"genre_scores_gemma":[0.9835871,0.002817626,0.006872518,0.004883983,0.0001295156,0.00008317761,0.00005563306,0.00001986327,0.001550503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01872536,"threshold_uncertainty_score":0.04770231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0714663303063077,"score_gpt":0.4537200555222962,"score_spread":0.3822537252159885,"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."}}