{"id":"W2012219247","doi":"10.1097/tp.0b013e318198d734","title":"Prediction of Cardiac Complications After Liver Transplantation","year":2009,"lang":"en","type":"article","venue":"Transplantation","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":151,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Internal medicine; Cardiology; Liver transplantation; Transplantation; Peripheral edema; Pulmonary edema; Cirrhosis; Hepatocellular carcinoma; Pericardial effusion; Liver disease; Heart failure; Surgery; Adverse effect; Lung","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":[0.00009816112,0.0001441942,0.0002324235,0.0001790623,0.00005002595,0.00000896458,0.000049583,0.0001088026,0.0001064737],"category_scores_gemma":[0.000002547153,0.0001377621,0.0001434229,0.0002066599,0.00004274115,0.0001911011,7.044099e-7,0.0001105457,0.00002215073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002952087,"about_ca_system_score_gemma":0.00003578488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002477731,"about_ca_topic_score_gemma":0.000005184222,"domain_scores_codex":[0.9989532,0.00003618616,0.0003895379,0.0002091732,0.0002639306,0.0001479892],"domain_scores_gemma":[0.9994975,0.00004006538,0.00008417531,0.0001833981,0.0001162127,0.00007869747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.01405617,0.002456312,0.3476525,0.02274156,0.0005175438,0.0005881166,0.0290967,0.0001355631,0.4720657,0.02372137,0.001095045,0.08587343],"study_design_scores_gemma":[0.0008850843,0.000301667,0.8870974,0.0001949973,0.00063981,0.0001379792,0.00002663249,0.00009666296,0.1101256,0.0002229966,0.0001693562,0.0001018358],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9354148,0.0005044814,0.05374908,0.0008695938,0.0001349209,0.001003359,0.0009619896,0.0003846863,0.006977096],"genre_scores_gemma":[0.9778099,0.0156155,0.004944418,0.0003625135,0.00005100945,0.00003252651,0.001079697,0.000014571,0.00008983781],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5394449,"threshold_uncertainty_score":0.5617774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01808424228936413,"score_gpt":0.2614124783170973,"score_spread":0.2433282360277332,"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."}}