{"id":"W4220725061","doi":"10.1186/s12877-022-02873-3","title":"Postoperative cognitive dysfunction in older surgical patients associated with increased healthcare utilization: a prospective study from an upper-middle-income country","year":2022,"lang":"en","type":"article","venue":"BMC Geriatrics","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Faculty of Medicine Siriraj Hospital, Mahidol University; Mahidol University","keywords":"Medicine; Postoperative cognitive dysfunction; Delirium; Confounding; Perioperative; Incidence (geometry); Montreal Cognitive Assessment; Multivariate analysis; Activities of daily living; Prospective cohort study; Anesthesia; Cognition; Internal medicine; Cognitive impairment; Physical therapy; Intensive care medicine; Psychiatry","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003883826,0.0003588479,0.0005946886,0.0004451531,0.0003974037,0.0000414289,0.0001026287,0.0001316594,0.0003708605],"category_scores_gemma":[0.003075999,0.0003379809,0.00007447514,0.00188498,0.00008975067,0.0002142905,0.0001172456,0.000700194,0.000008178648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001246435,"about_ca_system_score_gemma":0.0007685054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001870502,"about_ca_topic_score_gemma":0.002574158,"domain_scores_codex":[0.9961113,0.001194231,0.0004897501,0.0007841702,0.001002419,0.0004181689],"domain_scores_gemma":[0.9904929,0.0005183733,0.0002738226,0.0002369088,0.008280578,0.0001974412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005552926,0.003965897,0.9825394,0.00002354346,0.0001503871,0.0002549527,0.007306015,0.00001266917,0.000002223358,0.00003130069,0.00003337417,0.0001272757],"study_design_scores_gemma":[0.02290311,0.006482437,0.8793778,0.0001491651,0.0002614501,0.00001309416,0.09014211,0.0002703235,0.00001727152,0.00002303374,0.00001966498,0.0003405111],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933441,0.0001303025,0.00007563298,0.0001152849,0.0002960417,0.00454188,0.001070358,0.0001107448,0.0003156755],"genre_scores_gemma":[0.9903661,0.000005931248,0.0000327331,0.002476489,0.00007549832,0.0005991128,0.006311338,0.0000742847,0.00005852367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1031616,"threshold_uncertainty_score":0.9999072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02325482253814993,"score_gpt":0.284648257825757,"score_spread":0.2613934352876071,"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."}}