{"id":"W871932088","doi":"10.1177/070674371506000405","title":"Characteristics and Needs of Psychiatric Patients with Prolonged Hospital Stay","year":2015,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Healthcare Decision-Making and Restraints","field":"Psychology","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Hôpital Notre-Dame; McGill University; Jewish General Hospital","funders":"","keywords":"Medicine; Observational study; Acute care; Emergency department; Emergency medicine; Health care; Psychomotor agitation; Psychiatry; Aggression; Psychiatric hospital; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0003843044,0.000194536,0.0003443358,0.0008669446,0.0006608659,0.0007518987,0.0003507859,0.0004988235,0.001930697],"category_scores_gemma":[0.004424087,0.0002129974,0.0003640472,0.0008520234,0.0003418393,0.0006982563,0.0006967105,0.0007756497,0.0001920857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006565902,"about_ca_system_score_gemma":0.0006580465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005008599,"about_ca_topic_score_gemma":0.006710493,"domain_scores_codex":[0.9994844,0.0001009855,0.00009847377,0.00005524911,0.0001106307,0.0001502417],"domain_scores_gemma":[0.9967308,0.0003584928,0.001680425,0.00004632894,0.0002429807,0.0009409523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007804717,0.00005488483,0.9977429,0.00001699092,0.00001611386,0.0003131955,0.0005407606,0.00004474198,0.0001026843,0.00001463765,0.0001380699,0.0009370785],"study_design_scores_gemma":[0.000004508172,0.0001664489,0.9966373,0.00001636959,0.000006217326,0.0007026641,0.002178719,0.0001116686,0.00002089135,0.0000194326,0.0001287555,0.000006906213],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995046,0.00008456206,0.00001229913,0.00007339218,0.000003268543,0.000005216009,0.0001199146,0.000001313876,0.0001955722],"genre_scores_gemma":[0.9996545,0.00006716369,0.00002669035,0.00002234213,0.000007019438,0.000005091456,0.0001635906,6.752623e-7,0.00005294108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005008599,"threshold_uncertainty_score":0.009958923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01533328890882809,"score_gpt":0.2720385546029783,"score_spread":0.2567052656941502,"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."}}