{"id":"W2059267985","doi":"10.1016/j.comppsych.2013.11.019","title":"Predictors of readmission to a psychiatry inpatient unit","year":2013,"lang":"en","type":"article","venue":"Comprehensive Psychiatry","topic":"Healthcare Decision-Making and Restraints","field":"Psychology","cited_by":43,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre; Health Sciences Centre; University of Toronto","funders":"","keywords":"Medicine; Hazard ratio; Proportional hazards model; Emergency medicine; Retrospective cohort study; Mental health; Hospital readmission; Internal medicine; Psychiatry; Confidence interval","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":[0.0008051221,0.0003409732,0.000401677,0.00067136,0.001103426,0.001195489,0.0005210204,0.0009279891,0.005170743],"category_scores_gemma":[0.01234038,0.000279473,0.0008350318,0.0007895691,0.0004590219,0.0005985541,0.0009161897,0.002507403,0.0003044989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007334349,"about_ca_system_score_gemma":0.002252172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009815918,"about_ca_topic_score_gemma":0.01865628,"domain_scores_codex":[0.9991622,0.0002153977,0.0001585322,0.0000572033,0.0001607103,0.0002460435],"domain_scores_gemma":[0.9874435,0.003639595,0.005000208,0.0004620598,0.0009041069,0.002550475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009811503,0.00008845975,0.9986326,0.000006326195,0.00004758467,0.00008993689,0.00008564146,0.0000466622,0.00003482584,0.00001880326,0.0001786014,0.0006724826],"study_design_scores_gemma":[0.000007891607,0.00009592396,0.9983224,0.00002213298,0.00003371403,0.0001880507,0.00071665,0.000398065,0.000032612,0.00006889996,0.0001060413,0.00000746562],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998519,0.0001643213,0.00004397282,0.000355338,0.00002730965,0.000008181425,0.0001628202,0.000004702218,0.0007144777],"genre_scores_gemma":[0.9994726,0.00007062565,0.00005620065,0.00005640103,0.00003303948,0.000003929749,0.0001393962,0.00000228617,0.0001655895],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009815918,"threshold_uncertainty_score":0.0195176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0362646152013613,"score_gpt":0.3505194258626457,"score_spread":0.3142548106612844,"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."}}