{"id":"W2136114019","doi":"10.1176/appi.ps.51.8.1040","title":"Monitoring Aggression and Problem Behaviors in Inpatient Neuropsychiatric Units","year":2000,"lang":"en","type":"article","venue":"Psychiatric Services","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Riverview Hospital","funders":"","keywords":"Aggression; Poison control; Ambulatory; Chart; Injury prevention; Psychiatry; Suicide prevention; Neuropsychiatry; Medical emergency; Medicine; Psychology; Surgery; Statistics","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":[0.0003985436,0.000616897,0.0005198449,0.0009702159,0.0002843344,0.0001122353,0.000665527,0.0003141349,0.0006388247],"category_scores_gemma":[0.000005402071,0.0006010468,0.00009009482,0.003247268,0.00008047934,0.0003686743,0.00009278256,0.0005906026,0.0003508219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007250937,"about_ca_system_score_gemma":0.00005178676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001019742,"about_ca_topic_score_gemma":0.0001778786,"domain_scores_codex":[0.9958614,0.000310451,0.001020505,0.001239322,0.0005294216,0.001038895],"domain_scores_gemma":[0.9982193,0.0001053321,0.0003887141,0.0008470339,0.00007571392,0.0003639579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004322894,0.000767539,0.8630127,0.0001717791,0.0000431032,0.00004617805,0.005553951,0.0000335164,0.00006352315,0.0003212864,0.004375304,0.1251788],"study_design_scores_gemma":[0.004338934,0.0008406033,0.9741173,0.0003836085,0.0001435572,0.0001739275,0.003416578,0.00009032879,0.0000154847,0.001508815,0.01385372,0.001117182],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9182502,0.0126811,0.000003257931,0.0003959485,0.04639199,0.0007272625,0.00001850088,0.0002667743,0.02126498],"genre_scores_gemma":[0.9938735,0.001196225,0.001621164,0.0004243669,0.002069085,0.0001513148,0.00001795201,0.0001324907,0.0005138526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1240616,"threshold_uncertainty_score":0.9996441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01329743000523965,"score_gpt":0.2837632563259231,"score_spread":0.2704658263206835,"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."}}