{"id":"W4311474396","doi":"10.46747/cfp.6812897","title":"Optimizing delirium assessment, management, and prevention","year":2022,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Delirium; Medicine; Emergency department; Population; Intensive care medicine; MEDLINE; Medical emergency; Psychiatry; Environmental health","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008761612,0.0001358855,0.0001677431,0.0003372167,0.000348026,0.00002463317,0.00007532382,0.0000240186,0.00002428514],"category_scores_gemma":[0.0000208296,0.0001688786,0.00007414178,0.0002999591,0.00005802628,0.00007466896,0.00006636455,0.000257939,0.00001393478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004380762,"about_ca_system_score_gemma":0.0002627912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001363822,"about_ca_topic_score_gemma":0.0007309146,"domain_scores_codex":[0.9990084,0.00005709095,0.0001234398,0.0002806087,0.0001859917,0.0003444524],"domain_scores_gemma":[0.9987953,0.00001365667,0.00004522726,0.0001852823,0.0007118101,0.0002487382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001846001,0.0002890286,0.002764689,0.0003612623,0.001376888,0.001862931,0.000965643,0.0002092815,0.01122521,0.02656106,0.6129621,0.3412373],"study_design_scores_gemma":[0.00481707,0.001102529,0.1223851,0.0002527735,0.0008008243,0.00003065696,0.1392201,0.001550576,0.0001993224,0.003498881,0.7251,0.001042252],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07468656,0.0006606718,0.000803914,0.002863938,0.0003951443,0.0009815759,0.0001036078,0.00006722324,0.9194373],"genre_scores_gemma":[0.5212359,0.00002512675,0.001226606,0.474699,0.00006727137,0.000114957,0.0002905565,0.00004286447,0.002297798],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9171396,"threshold_uncertainty_score":0.6886671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0188124218214843,"score_gpt":0.2714793913238744,"score_spread":0.2526669695023901,"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."}}