{"id":"W4283831358","doi":"10.1111/jocn.16439","title":"Risk factors of delirium after gastrointestinal surgery: A meta‐analysis","year":2022,"lang":"en","type":"review","venue":"Journal of Clinical Nursing","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Delirium; Perioperative; Checklist; Incidence (geometry); Meta-analysis; Blood transfusion; Intensive care medicine; Surgery; Emergency 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","metaepi_narrow","metaepi_broad","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00409325,0.0005370554,0.01304179,0.001750825,0.00005940645,0.00001877444,0.0002506412,0.0002486763,0.002206414],"category_scores_gemma":[0.07804762,0.00036217,0.02867437,0.001356107,0.0004320923,0.00008706599,0.00005425765,0.00325751,0.000004854433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001785847,"about_ca_system_score_gemma":0.001353086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001558515,"about_ca_topic_score_gemma":0.000002167588,"domain_scores_codex":[0.9907335,0.002186965,0.005239957,0.0003869215,0.001067589,0.0003850696],"domain_scores_gemma":[0.9650506,0.0158393,0.007806972,0.0004375051,0.0103982,0.0004673995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001534858,0.001630271,0.01022932,0.004398573,0.4032785,0.001621953,0.0001150368,0.000008207177,1.143972e-7,0.000004471379,0.005886527,0.5712922],"study_design_scores_gemma":[0.0003524477,0.001041751,0.001460718,0.009906335,0.8375617,0.001057454,0.0008370997,0.000006350829,3.81873e-7,0.00003310677,0.1474755,0.0002671822],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005395607,0.9963032,0.001204549,0.0003221128,0.0008939426,0.0003165125,0.0001511389,0.000009825462,0.0002591606],"genre_scores_gemma":[0.001307981,0.9956419,0.001529837,0.000893237,0.0004134156,0.000006995597,0.00007573739,0.00008367524,0.00004725108],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.571025,"threshold_uncertainty_score":0.9998831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1842300466549069,"score_gpt":0.4635310793952769,"score_spread":0.27930103274037,"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."}}