{"id":"W4394859622","doi":"10.1016/j.ssmmh.2024.100315","title":"Envisioning a safety paradigm in inpatient mental health settings: Moving beyond zero-risk approaches","year":2024,"lang":"en","type":"article","venue":"SSM - Mental Health","topic":"Healthcare Decision-Making and Restraints","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Camosun College; University of Victoria","funders":"","keywords":"Seclusion; Mental health; Paradigm shift; Action (physics); Situated; Risk management; Patient safety; Psychology; Ground zero; Health care; Nursing; Medicine; Psychiatry; Political science; Business; Computer 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003651816,0.0004298836,0.0006752226,0.000526913,0.0008995677,0.0001008319,0.0003124034,0.0002319594,0.0002704494],"category_scores_gemma":[0.00005100657,0.000388029,0.0001725282,0.0006829143,0.000128887,0.000173204,0.0001723014,0.001293188,0.0003393126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001939377,"about_ca_system_score_gemma":0.00083009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001735495,"about_ca_topic_score_gemma":0.0002937905,"domain_scores_codex":[0.9938946,0.001193873,0.001516233,0.001193651,0.0006856637,0.001515933],"domain_scores_gemma":[0.9980901,0.0003610929,0.000376048,0.0004777369,0.00001113781,0.0006839001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001969853,0.0004733983,0.0009225768,0.0004445995,0.00006851089,0.0001592671,0.2121579,0.00004208495,0.000005084235,0.002835772,0.01043855,0.7722553],"study_design_scores_gemma":[0.01129388,0.009860741,0.08204269,0.01939483,0.00004626082,0.003652738,0.4916236,0.02054981,0.00003286376,0.02109722,0.3365314,0.00387401],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9246076,0.02955503,0.00126859,0.02700799,0.006789924,0.003391244,0.00134099,0.0005376552,0.005501003],"genre_scores_gemma":[0.9925151,0.001112221,0.001703434,0.003452732,0.0002329217,0.00007612465,0.0004097646,0.00009613896,0.0004015895],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7683813,"threshold_uncertainty_score":0.9998572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03746994223786888,"score_gpt":0.3668866667021325,"score_spread":0.3294167244642637,"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."}}