{"id":"W4415958797","doi":"10.1007/s00595-025-03171-2","title":"Montreal cognitive assessment domain-specific and clinical predictors of postoperative delirium in elderly gastrointestinal cancer patients","year":2025,"lang":"en","type":"article","venue":"Surgery Today","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Delirium; Cognition; Gastrointestinal cancer; Montreal Cognitive Assessment; Surgical oncology; Cognitive Assessment System; Cognitive impairment","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":[],"consensus_categories":[],"category_scores_codex":[0.0004128343,0.00021844,0.0006477236,0.0003782407,0.00004461427,0.00001103389,0.00004250237,0.00008864595,0.00008703824],"category_scores_gemma":[0.002541928,0.0001956162,0.0001664543,0.0003393999,0.0003763657,0.00007590809,0.00005701142,0.0004026413,0.000002281379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001310991,"about_ca_system_score_gemma":0.0005288711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003318768,"about_ca_topic_score_gemma":0.000371142,"domain_scores_codex":[0.9980419,0.0002721872,0.0007068321,0.0004088319,0.0002592595,0.0003109965],"domain_scores_gemma":[0.9906198,0.001696932,0.0001585888,0.0001218047,0.00728832,0.0001145375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001004776,0.0005216599,0.9737619,0.00003863501,0.0001381238,0.00007420289,0.0002128222,4.172134e-7,0.0001278631,0.00006744508,0.009905891,0.01414633],"study_design_scores_gemma":[0.002617139,0.0006918489,0.9895726,0.001943142,0.00008416125,0.000007372827,0.004102368,0.00001254208,0.0002060734,0.00006184717,0.0005649534,0.0001359282],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990698,0.0002582852,0.0003477359,0.001919095,0.0005018946,0.0006538416,0.0001338192,0.00001951645,0.005467765],"genre_scores_gemma":[0.9942639,0.000234587,0.0001810259,0.004899619,0.00003694298,0.00005052465,0.0001477949,0.00001854841,0.0001669917],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01581079,"threshold_uncertainty_score":0.7976996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01583700230246604,"score_gpt":0.3182750891502362,"score_spread":0.3024380868477701,"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."}}