{"id":"W3184898383","doi":"10.3389/fnagi.2021.679933","title":"Presurgical Screening Improves Risk Prediction for Delirium in Elective Surgery of Older Patients: The PAWEL RISK Study","year":2021,"lang":"en","type":"article","venue":"Frontiers in Aging Neuroscience","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Gemeinsame Bundesausschuss","keywords":"Delirium; Medicine; Elective surgery; Incidence (geometry); Prospective cohort study; Orthopedic surgery; Physical therapy; Risk factor; Emergency medicine; Surgery; Intensive care medicine; Internal medicine","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0008641732,0.0001545604,0.0003434895,0.0003288373,0.0001592991,0.00002383181,0.0001309786,0.00004937427,0.000001273633],"category_scores_gemma":[0.03069052,0.0001246317,0.0001213498,0.001010728,0.0002603708,0.0001647704,0.00007884094,0.0004520607,1.231292e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007289658,"about_ca_system_score_gemma":0.0001494571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001496028,"about_ca_topic_score_gemma":0.00003609768,"domain_scores_codex":[0.9978587,0.0004157457,0.0004284246,0.0005472243,0.0003871618,0.000362732],"domain_scores_gemma":[0.9961323,0.0006367204,0.0002268038,0.0002568133,0.002694524,0.00005279897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002198749,0.0004169106,0.9876946,0.00002119565,0.0000136728,0.00001949359,0.001867858,0.0001549005,0.0005393468,0.000001158195,0.001828873,0.0072221],"study_design_scores_gemma":[0.001772938,0.0002899158,0.9713162,0.0001399132,0.00007192219,0.000003311643,0.01158314,0.01286977,0.001662207,0.00004965108,0.000136841,0.0001042327],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9499931,0.0001681997,0.04679942,0.000290273,0.001355718,0.001232692,0.00006392751,0.00002172221,0.00007491282],"genre_scores_gemma":[0.9971328,0.00009697161,0.0006367742,0.001930588,0.00003023986,0.00009794933,0.00001331985,0.00001920351,0.00004208824],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04713973,"threshold_uncertainty_score":0.9774744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01350993297241065,"score_gpt":0.2636249741155484,"score_spread":0.2501150411431378,"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."}}