{"id":"W2117035588","doi":"10.1176/appi.ps.53.12.1586","title":"Patient and Contextual Factors Related to the Decision to Hospitalize Patients From Emergency Psychiatric Services","year":2002,"lang":"en","type":"article","venue":"Psychiatric Services","topic":"Psychiatric care and mental health services","field":"Psychology","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Logistic regression; Medicine; Mental health; Inpatient care; Psychiatry; Health care; Medical emergency","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0008188331,0.0001780089,0.0001694507,0.0004303913,0.0008572532,0.0008708768,0.0002341088,0.0003523068,0.002887658],"category_scores_gemma":[0.009445935,0.0001388723,0.0002312856,0.000425118,0.0008266604,0.0003258018,0.0007320537,0.0008325065,0.0001303003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001042394,"about_ca_system_score_gemma":0.001537091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01442878,"about_ca_topic_score_gemma":0.03166485,"domain_scores_codex":[0.999018,0.0004936297,0.00008282385,0.00007587829,0.0001355055,0.0001942215],"domain_scores_gemma":[0.9946697,0.002056458,0.001623698,0.00007883874,0.0003637989,0.001207449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001119143,0.00008295084,0.9966813,0.00001296908,0.00002853726,0.0001385392,0.0005291975,0.0001009108,0.00008041666,0.00003191727,0.0001669931,0.002034332],"study_design_scores_gemma":[0.000005852226,0.00008772618,0.9966757,0.00001837675,0.00001110369,0.0001806747,0.002572129,0.0002449033,0.00003826148,0.00004627278,0.0001121086,0.000006699277],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992194,0.00008409344,0.00004103929,0.0002504129,0.00000494427,0.00001144821,0.00004075826,0.000001103347,0.0003466173],"genre_scores_gemma":[0.9998541,0.00002798153,0.0000393674,0.00002195267,0.000004364912,0.000003178829,0.00002430428,4.198414e-7,0.00002436662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01442878,"threshold_uncertainty_score":0.02868956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00924547349940252,"score_gpt":0.280070417264517,"score_spread":0.2708249437651145,"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."}}