{"id":"W4411838735","doi":"10.4103/jopsys.jopsys_7_25","title":"Delirium in Geriatric Psychiatry Patients: Causality and the Role of Empirical Antibiotics in the Management of Urinary Tract Infection","year":2025,"lang":"en","type":"article","venue":"Journal of Psychiatry Spectrum","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Delirium; Causality (physics); Urinary system; Medicine; Antibiotics; Intensive care medicine; Psychiatry; Internal medicine; Microbiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008034144,0.0001408049,0.0004140745,0.0005088187,0.00003361809,0.000008545464,0.0001293864,0.00008765927,0.00001025914],"category_scores_gemma":[0.0002431438,0.00008567777,0.0001957308,0.0008093601,0.0001602184,0.000070621,0.00003716156,0.0005375553,4.65825e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005984362,"about_ca_system_score_gemma":0.0001845023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008820884,"about_ca_topic_score_gemma":0.0001125507,"domain_scores_codex":[0.9982903,0.0002439029,0.0008549026,0.0001307614,0.0003109616,0.0001691902],"domain_scores_gemma":[0.9983351,0.0001054224,0.0004820423,0.0002020631,0.0008464495,0.00002887338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001628737,0.002092154,0.9880314,0.0003284512,0.0001788965,0.00001015293,0.0003400684,0.00001166721,0.000008546005,0.005976278,0.0008866111,0.0005070735],"study_design_scores_gemma":[0.00577423,0.0009446016,0.9697073,0.0005951324,0.0003566348,0.00006752065,0.007889763,0.000045752,0.00004335753,0.01435736,0.0001522351,0.00006613134],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9659247,0.00209721,0.00009285395,0.0265397,0.001025986,0.0004574288,0.000004169748,0.000002617048,0.003855311],"genre_scores_gemma":[0.9954492,0.0006827886,0.0004188135,0.003339212,0.00008776558,8.090167e-7,0.000002421955,0.000008580893,0.00001042774],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02952445,"threshold_uncertainty_score":0.3493838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006147999741329798,"score_gpt":0.2907026205124818,"score_spread":0.284554620771152,"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."}}