{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001792841,0.0001770116,0.0004089351,0.0003092404,0.000910188,0.0001035774,0.0008569525,0.00008936974,0.0002657567],"category_scores_gemma":[0.0004004414,0.0001324103,0.0001313271,0.000149118,0.0002016891,0.0001845871,0.00007735339,0.0003792336,0.0000178913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009493472,"about_ca_system_score_gemma":0.000830986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002544011,"about_ca_topic_score_gemma":0.0000134228,"domain_scores_codex":[0.9963026,0.0004523296,0.001402351,0.0002508118,0.001228461,0.0003634175],"domain_scores_gemma":[0.9962221,0.0001212316,0.002234053,0.000341938,0.0006866416,0.0003940158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003083793,0.004048657,0.002546381,0.0000748677,0.0006140695,0.0001518169,0.1317786,0.0005337882,0.0005590376,0.01319436,0.1302206,0.713194],"study_design_scores_gemma":[0.02734357,0.005436146,0.678501,0.01966552,0.00007829276,0.02946572,0.1250311,0.002137375,0.0008303752,0.003784829,0.1063246,0.001401539],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5544546,0.001377739,0.01501935,0.3951338,0.02688593,0.001469643,0.0002628611,0.00003232892,0.005363801],"genre_scores_gemma":[0.9833499,0.0001680153,0.01249437,0.002556761,0.001152025,0.00000239925,0.00005564286,0.00003423054,0.000186664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7117925,"threshold_uncertainty_score":0.7000523,"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."}}