{"id":"W2120606366","doi":"10.1111/jpm.12152","title":"Predicting risk of seclusion and restraint in a <scp>P</scp>sychiatric <scp>I</scp>ntensive <scp>C</scp>are (<scp>PIC</scp>) unit","year":2014,"lang":"en","type":"article","venue":"Journal of Psychiatric and Mental Health Nursing","topic":"Healthcare Decision-Making and Restraints","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences North","funders":"","keywords":"Seclusion; Citation; Mental health; Unit (ring theory); Medicine; Nursing; Psychology; Psychiatry; Library 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006852549,0.0003819823,0.0002569738,0.000828353,0.001145338,0.001375144,0.0005449023,0.0007718762,0.004008302],"category_scores_gemma":[0.006104874,0.0003559038,0.0007108797,0.0006046336,0.0004111105,0.0005200905,0.001102215,0.001615381,0.0005646244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009415654,"about_ca_system_score_gemma":0.001974754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02205858,"about_ca_topic_score_gemma":0.04426255,"domain_scores_codex":[0.999364,0.0001258876,0.0001041464,0.00004303214,0.0001914093,0.0001715944],"domain_scores_gemma":[0.9961889,0.0006690695,0.001197492,0.00008535029,0.0004132883,0.001445835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000401866,0.0001410526,0.9983695,0.000003558103,0.00001675295,0.0000619667,0.0001005022,0.00004236329,0.00002562235,0.0000113034,0.0002360776,0.0009511315],"study_design_scores_gemma":[0.000005871776,0.0002149633,0.9973537,0.0000221745,0.000020294,0.0001878734,0.001140823,0.0008004779,0.00005540414,0.00003748195,0.0001528857,0.000008064096],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990035,0.00003410376,0.00002547071,0.0001449503,0.00001696666,0.00001535634,0.0000924424,0.000001800854,0.0006655349],"genre_scores_gemma":[0.9989801,0.0000745364,0.00009980304,0.00007815133,0.00002100648,0.00001334591,0.0002083851,0.000002148138,0.0005225288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02205858,"threshold_uncertainty_score":0.04386038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01898950170191176,"score_gpt":0.3407305211984573,"score_spread":0.3217410194965455,"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."}}