{"id":"W3211358613","doi":"10.3390/geriatrics6040111","title":"A Quality Improvement Initiative to Reduce Postoperative Delirium among Cardiac Surgery Patients","year":2021,"lang":"en","type":"article","venue":"Geriatrics","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; St. Boniface Hospital","funders":"University of Manitoba","keywords":"Medicine; Quality management; Psychological intervention; Delirium; Perioperative; Cardiac surgery; Intervention (counseling); Specialty; Emergency medicine; Intensive care medicine; Physical therapy; Nursing; Anesthesia; Surgery; Family medicine; Operations management","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000370188,0.0002579617,0.0006250517,0.0002254251,0.0001147679,0.00003911149,0.00006098106,0.0001265206,0.0001178735],"category_scores_gemma":[0.02341569,0.0002591864,0.0003222001,0.0008692553,0.00006802774,0.0001176809,0.0001481065,0.0002669663,0.00009848535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003038826,"about_ca_system_score_gemma":0.0006222483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001063795,"about_ca_topic_score_gemma":0.00002032594,"domain_scores_codex":[0.9977465,0.0002801339,0.0005089593,0.0005266348,0.0005028594,0.0004349242],"domain_scores_gemma":[0.969287,0.0004359782,0.0001468194,0.0003565217,0.02949423,0.0002794296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001464373,0.001693785,0.4727918,0.000303076,0.001112111,0.0004317356,0.01030014,0.000005888553,0.03128416,0.0002301693,0.4086328,0.07175002],"study_design_scores_gemma":[0.001835884,0.0006445522,0.8683429,0.0001289118,0.0002687901,0.000004361911,0.02401002,0.000005112886,0.09487042,0.00006396005,0.009093495,0.0007315915],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878355,0.0001490592,0.0004166239,0.003960563,0.001353075,0.0008901632,0.0003321285,0.00005626214,0.005006642],"genre_scores_gemma":[0.9441614,0.00006564312,0.0004237217,0.05373786,0.0001958274,0.0001018338,0.0007896662,0.00004465038,0.0004794702],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3995393,"threshold_uncertainty_score":0.9999861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02688107619542206,"score_gpt":0.2985680257037627,"score_spread":0.2716869495083406,"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."}}