{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01034036,0.001077655,0.001298792,0.00218737,0.0003991313,0.001459702,0.001249622,0.0009401226,0.001528103],"category_scores_gemma":[0.03169042,0.0004429781,0.001934233,0.0008134112,0.00025732,0.000632803,0.001007733,0.001192071,0.0004601561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009772722,"about_ca_system_score_gemma":0.002249242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006330736,"about_ca_topic_score_gemma":0.00344167,"domain_scores_codex":[0.9973403,0.001417081,0.0003875702,0.0004017554,0.0003447348,0.0001084995],"domain_scores_gemma":[0.9870322,0.008973836,0.0007642107,0.0003131487,0.002718252,0.0001983705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.003476456,0.0009480136,0.2839345,0.001037544,0.003127219,0.0003930062,0.0003193093,0.3667603,0.001505378,0.001424459,0.007739267,0.3293344],"study_design_scores_gemma":[0.0002241948,0.0006160479,0.02507242,0.0002510958,0.0005741987,0.0001928624,0.00005307415,0.969812,0.0007243567,0.001272788,0.001162783,0.00004415276],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4417425,0.003467056,0.541179,0.002163389,0.000327427,0.001610484,0.003432412,0.002218121,0.003859687],"genre_scores_gemma":[0.8476629,0.0004584961,0.1463972,0.0002673316,0.00005458639,0.001329765,0.003246464,0.00005068668,0.0005326782],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01034036,"threshold_uncertainty_score":0.05468571,"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."}}