{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000841607,0.0002156544,0.0004394048,0.0006266696,0.00003780545,0.00001824921,0.0001691402,0.0001566724,0.00004641744],"category_scores_gemma":[0.001884702,0.0001785602,0.00005365007,0.0006049623,0.0002423093,0.0001192668,0.00004891963,0.0002949613,9.381467e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005366849,"about_ca_system_score_gemma":0.00009180489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003501218,"about_ca_topic_score_gemma":0.0003264062,"domain_scores_codex":[0.9975873,0.0001432283,0.000553237,0.0003756717,0.001133885,0.0002066512],"domain_scores_gemma":[0.996172,0.0002226819,0.0004842826,0.0001808638,0.002795997,0.0001442334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003553815,0.0006080208,0.9935057,0.00007150586,0.0003647383,0.000001927771,0.0003376273,0.000002051306,0.00002908631,0.0008511391,0.001074929,0.002797965],"study_design_scores_gemma":[0.006777104,0.002037681,0.9886093,0.0001862247,0.0002326687,0.00002105463,0.0004423873,0.0005048355,0.00005209116,0.0003663786,0.0005461376,0.0002242123],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911388,0.0001851829,0.003863751,0.002243136,0.0003739327,0.0004865313,0.0001347209,0.00001715737,0.001556773],"genre_scores_gemma":[0.9956087,0.0002966501,0.002797865,0.001038301,0.00009435719,0.0000202833,0.0001038059,0.00002932316,0.0000106517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006421722,"threshold_uncertainty_score":0.7281473,"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."}}