{"id":"W2134162449","doi":"10.1017/s1041610214002002","title":"Associations of medical comorbidity, psychosis, pain, and capacity with psychiatric hospital length of stay in geriatric inpatients with and without dementia","year":2014,"lang":"en","type":"article","venue":"International Psychogeriatrics","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Toronto; Hotchkiss Brain Institute; Centre for Addiction and Mental Health; Ontario Brain Institute; University of Calgary","funders":"Government of Ontario","keywords":"Dementia; Medicine; Geriatric psychiatry; Comorbidity; Psychiatry; Hospital admission; Geriatrics; Mental health; Psychiatric hospital; Severe dementia; Psychosis; Population; Emergency medicine; Disease; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005772692,0.0002226026,0.0002877201,0.00103561,0.0003795701,0.0005415961,0.0002901343,0.0002622608,0.001207341],"category_scores_gemma":[0.003429746,0.0001727003,0.0003179356,0.0007240743,0.0002728056,0.0003168572,0.000710562,0.0005214591,0.0000923562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005775804,"about_ca_system_score_gemma":0.0004651354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005977281,"about_ca_topic_score_gemma":0.01108451,"domain_scores_codex":[0.9996039,0.00009434086,0.00007213594,0.00004892076,0.00008082787,0.0001000008],"domain_scores_gemma":[0.9978083,0.0003959748,0.001120562,0.00005348731,0.0001196386,0.0005019634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003854713,0.00001307767,0.9995946,0.000003265435,0.00001626895,0.00002860493,0.00001462313,0.00001867633,0.00001838519,0.000003386202,0.00001501481,0.0002355765],"study_design_scores_gemma":[0.00000252958,0.00003547966,0.9996289,0.000003599289,0.000008316011,0.0001221368,0.00007408397,0.00009365716,0.00000817276,0.000007799283,0.00001405257,0.000001150753],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996978,0.0001153055,0.00001077569,0.00001818232,0.000002052908,0.000001978126,0.0000680734,7.05753e-7,0.00008509897],"genre_scores_gemma":[0.9997744,0.00004713065,0.00001892878,0.000006235106,0.000004886561,0.000002336571,0.0001240713,3.163574e-7,0.00002173609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005977281,"threshold_uncertainty_score":0.01188499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01132775657982452,"score_gpt":0.2815294047146732,"score_spread":0.2702016481348487,"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."}}