{"id":"W4379932532","doi":"10.1093/ageing/afad086","title":"Development and validation of an international preoperative risk assessment model for postoperative delirium","year":2023,"lang":"en","type":"review","venue":"Age and Ageing","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph’s Healthcare Hamilton; McMaster University; Impact","funders":"EIT Health","keywords":"Medicine; Delirium; Logistic regression; Risk assessment; Dementia; Laparotomy; Emergency medicine; Physical therapy; Internal medicine; Intensive care medicine; Surgery","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0002132925,0.000210546,0.0006308614,0.0001807609,0.00009597265,0.00003705445,0.00004801204,0.0001027988,0.000003921461],"category_scores_gemma":[0.001047801,0.0001675349,0.00008322783,0.00007119988,0.00004889969,0.0001388981,0.00006534986,0.0001884645,9.791972e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006713654,"about_ca_system_score_gemma":0.0002484551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001238107,"about_ca_topic_score_gemma":0.00001884684,"domain_scores_codex":[0.9990103,0.00006448598,0.0003600288,0.000307074,0.0001421574,0.0001159265],"domain_scores_gemma":[0.9968932,0.0001536559,0.0001902575,0.00008334433,0.002625732,0.00005378518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003027359,0.000054043,0.0000117611,0.004065907,0.0008185965,0.0003145894,0.004386974,0.00001676036,0.00003232954,0.0002931604,0.0001084926,0.9898671],"study_design_scores_gemma":[0.01141554,0.003236173,0.004536435,0.1440388,0.01594739,0.0003021849,0.04559699,0.1221139,0.001470651,0.001157391,0.6458759,0.004308632],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.08137161,0.8502663,0.0542233,0.0004432237,0.0005453191,0.009337503,0.00106274,0.0001416512,0.002608408],"genre_scores_gemma":[0.001692272,0.9764582,0.0182652,0.0007041651,0.00005561116,0.0002586508,0.001990632,0.00005152046,0.0005237368],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9855585,"threshold_uncertainty_score":0.6831876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07988537662775533,"score_gpt":0.3926003659398835,"score_spread":0.3127149893121282,"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."}}