{"id":"W4396561968","doi":"10.1007/s40472-024-00434-8","title":"Optimal Management of Obesity in Transplant Candidates and Recipients","year":2024,"lang":"en","type":"article","venue":"Current Transplantation Reports","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Orlistat; Intensive care medicine; Liraglutide; Liver transplantation; Obesity; Psychological intervention; Weight loss; Phentermine; Bupropion; Liver disease; Steatohepatitis; Disease; Semaglutide; Transplantation; Diabetes mellitus; Fatty liver; Internal medicine; Type 2 diabetes; Smoking cessation; Psychiatry; Endocrinology","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":[0.00008932866,0.000102647,0.0001634063,0.0001214452,0.00001616757,0.00001241454,0.00001418672,0.00002461677,0.00003940179],"category_scores_gemma":[6.319646e-7,0.00008434142,0.00005582148,0.0001212382,0.00002538604,0.0000703722,0.000003459018,0.00005817228,0.000002799861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003239535,"about_ca_system_score_gemma":0.00003014179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003333886,"about_ca_topic_score_gemma":0.000008867696,"domain_scores_codex":[0.9991302,0.00001317603,0.0003042696,0.0002572911,0.0001859053,0.0001091861],"domain_scores_gemma":[0.9997548,0.00001990002,0.00003413663,0.00009523286,0.00001679762,0.00007906098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001626382,0.0006540648,0.9679808,0.004406687,0.0001953902,0.009224465,0.001199761,0.00002791994,0.00008075383,0.0003505802,0.00006736982,0.01564957],"study_design_scores_gemma":[0.0007666818,0.00006724155,0.9913724,0.003705339,0.0007309793,0.000359599,0.00003119721,0.0001779365,0.002340961,0.00005193245,0.0003072727,0.0000884373],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917654,0.006842662,0.0001592317,0.00005716898,0.0003206988,0.0004130749,0.00006942888,0.00003131484,0.0003410123],"genre_scores_gemma":[0.9845134,0.01486046,0.0001607681,0.000005239292,0.00001218742,0.00005179811,0.0003628228,0.000007661269,0.00002566057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02339162,"threshold_uncertainty_score":0.3439343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01434458163597864,"score_gpt":0.2921403960704358,"score_spread":0.2777958144344572,"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."}}