{"id":"W4392862665","doi":"10.1097/js9.0000000000001294","title":"A commentary on ‘Risk factors for postoperative delirium: an umbrella review of systematic reviews’","year":2024,"lang":"en","type":"article","venue":"International Journal of Surgery","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Medicine; Delirium; Intensive care medicine; Systematic review; MEDLINE","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":[0.07476981,0.00310037,0.007385533,0.0102849,0.004005068,0.006704517,0.008287071,0.0280961,0.007024895],"category_scores_gemma":[0.3391596,0.002882148,0.006629472,0.009576231,0.00572376,0.01073303,0.005419256,0.02143512,0.003031371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01331264,"about_ca_system_score_gemma":0.02128853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01849124,"about_ca_topic_score_gemma":0.02794494,"domain_scores_codex":[0.9086354,0.05164699,0.01898112,0.005066567,0.01377002,0.001899854],"domain_scores_gemma":[0.6242491,0.2972853,0.01980614,0.004176892,0.05040077,0.004081921],"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":[0.0002719401,0.00001405533,0.0002256114,0.02100335,0.0007638445,0.0002411566,0.0006079524,0.00007023325,0.0001225279,0.001329564,0.9639749,0.01137492],"study_design_scores_gemma":[0.001116936,0.0001776334,0.001984783,0.1592585,0.003626684,0.0009349353,0.001020893,0.0002634599,0.0003760247,0.00614518,0.8248558,0.0002391171],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000183936,0.1067989,0.0002956295,0.7453761,0.1460413,0.0001681655,0.0005213539,0.00003389984,0.0005807217],"genre_scores_gemma":[0.003340829,0.05030335,0.0007976483,0.8538957,0.0898815,0.0005121949,0.0002158606,0.0000687747,0.0009841338],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07476981,"threshold_uncertainty_score":0.3954253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1044602422101829,"score_gpt":0.3860099948849349,"score_spread":0.281549752674752,"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."}}