{"id":"W1991416069","doi":"10.1097/00131746-200301000-00003","title":"Elements of Successful Restraint and Seclusion Reduction Programs and Their Application in a Large, Urban, State Psychiatric Hospital","year":2003,"lang":"en","type":"review","venue":"Journal of Psychiatric Practice","topic":"Healthcare Decision-Making and Restraints","field":"Psychology","cited_by":119,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"","keywords":"Seclusion; Psychiatric hospital; State hospital; Psychiatry; Mental health; Medicine; Mental illness; Psychology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004729012,0.0004769863,0.00147275,0.001271983,0.0001325365,0.00006944762,0.0003464068,0.0005389169,0.00001639575],"category_scores_gemma":[0.0004369837,0.0003490012,0.0002984822,0.001590844,0.00008072359,0.0003716357,0.00006977763,0.001677509,0.000006823454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001542169,"about_ca_system_score_gemma":0.0005835755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001094515,"about_ca_topic_score_gemma":0.00002029282,"domain_scores_codex":[0.9939733,0.001555562,0.002832138,0.000609674,0.0005371984,0.0004921497],"domain_scores_gemma":[0.9921545,0.0005529288,0.006134471,0.0004879666,0.0004106927,0.0002594133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001809925,0.001554277,0.0005617148,0.002017765,0.0002487417,0.00009200124,0.00106298,3.687208e-7,2.423646e-7,0.0001515641,0.0006793226,0.99345],"study_design_scores_gemma":[0.00169116,0.001574952,0.0008933925,0.002357446,0.0006649483,0.006970996,0.002837706,0.000004712684,4.505556e-8,0.001276976,0.9813467,0.000380978],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01145843,0.9820509,0.0007198792,0.0006196704,0.002820134,0.001701266,0.00003157298,0.00001377941,0.0005843867],"genre_scores_gemma":[0.008770306,0.9858677,0.004578165,0.00003902549,0.0005446689,0.00005949497,0.0000166273,0.00006570758,0.0000583115],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9930691,"threshold_uncertainty_score":0.9998962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02503848017442744,"score_gpt":0.3983587274017545,"score_spread":0.373320247227327,"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."}}