{"id":"W2091716126","doi":"10.1016/j.jtcvs.2012.12.042","title":"Effect of intensive care unit environment on in-hospital delirium after cardiac surgery","year":2013,"lang":"en","type":"article","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":98,"is_retracted":false,"has_abstract":false,"ca_institutions":"Winnipeg Regional Health Authority; University of Manitoba","funders":"","keywords":"Delirium; Intensive care unit; Cardiac surgery; Medicine; Emergency medicine; Intensive care medicine; Anesthesia; Surgery","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.001615889,0.0003027278,0.001897901,0.0006849005,0.00002788441,0.0000172967,0.00005598111,0.0001642281,0.0000657409],"category_scores_gemma":[0.005959156,0.0002312588,0.002869247,0.0002052873,0.0001890171,0.000160533,0.00005186101,0.0004681769,0.00002284956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008980179,"about_ca_system_score_gemma":0.0001144426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005159851,"about_ca_topic_score_gemma":3.389801e-7,"domain_scores_codex":[0.9973029,0.0006952194,0.0006892735,0.0002554676,0.000738284,0.0003188673],"domain_scores_gemma":[0.9892867,0.001221668,0.0002560251,0.0003635797,0.008677011,0.0001950023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003288604,0.0001399183,0.5886579,0.001569824,0.006289797,0.002740597,0.001641079,0.0000555231,0.0003482765,0.000001057189,0.01381276,0.3814547],"study_design_scores_gemma":[0.001494471,0.003395092,0.8840995,0.006107114,0.005552602,0.000835711,0.05131907,0.00001336515,0.03785042,0.00002223263,0.008249227,0.001061226],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9652018,0.03278216,0.00006007916,0.0005350636,0.0007743374,0.0004564618,0.00001342024,0.000006065853,0.0001706331],"genre_scores_gemma":[0.9951361,0.003014879,0.00001744532,0.001527013,0.0001958816,0.00003210132,0.00001623308,0.00004292938,0.00001739177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3803935,"threshold_uncertainty_score":0.9430461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007707553994189713,"score_gpt":0.2469450429268814,"score_spread":0.2392374889326916,"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."}}