{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01665991,0.0004838954,0.0003832457,0.001050394,0.0009847695,0.001308539,0.0009178009,0.0005532335,0.001146002],"category_scores_gemma":[0.02634156,0.0002209459,0.0009172925,0.001056237,0.000393994,0.0009450251,0.00243266,0.001508953,0.0001580938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002458767,"about_ca_system_score_gemma":0.02056252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008322505,"about_ca_topic_score_gemma":0.01694179,"domain_scores_codex":[0.9887925,0.006778947,0.0009584088,0.0004487092,0.001986902,0.001034577],"domain_scores_gemma":[0.9789413,0.002788007,0.004509805,0.0009334015,0.004686769,0.008140683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001105484,0.01191542,0.2899564,0.002313137,0.0008526421,0.0002445771,0.001992936,0.001787918,0.003286716,0.001856486,0.03665838,0.64803],"study_design_scores_gemma":[0.002786369,0.01586122,0.9404718,0.001511301,0.0006615593,0.0002791872,0.002632527,0.003886204,0.002651055,0.0009245044,0.02826626,0.00006800268],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8652143,0.007198592,0.02460278,0.06455361,0.002246558,0.007720657,0.002786947,0.001240074,0.02443646],"genre_scores_gemma":[0.8804733,0.003435007,0.09628416,0.01044909,0.0004695693,0.003638206,0.002487879,0.00004374236,0.002719069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01665991,"threshold_uncertainty_score":0.08810705,"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."}}