{"id":"W7118031952","doi":"10.1007/978-3-032-07072-2_29","title":"Post-transplant Metabolic Complications: A Contemporary Overview","year":2025,"lang":"en","type":"book-chapter","venue":"Liver Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Liver Centre; University of Toronto; University Health Network","funders":"","keywords":"Liver transplantation; Metabolic disease; Disease; Kidney disease; Metabolic activity; Liver disease; Steatosis; Metabolic syndrome","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00008399222,0.0005856393,0.0008666414,0.0004335186,0.0001397546,0.00003760893,0.0001539047,0.0003976504,0.0005780901],"category_scores_gemma":[0.000002712969,0.0005236486,0.0005300271,0.00007978888,0.00008457385,0.000165176,0.000006888003,0.0004033083,0.0004171821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006542449,"about_ca_system_score_gemma":0.0003480593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001795576,"about_ca_topic_score_gemma":0.00005850266,"domain_scores_codex":[0.9978813,0.00003696653,0.0007284505,0.0006147104,0.0004931165,0.0002454335],"domain_scores_gemma":[0.9986892,0.0001768012,0.000238313,0.0004591757,0.0002514901,0.000184985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004745262,0.0007945847,0.005163038,0.03536111,0.007805068,0.008415763,0.002850997,0.00001288858,0.001005998,0.9041235,0.001414833,0.02830693],"study_design_scores_gemma":[0.03308563,0.001884452,0.2892362,0.07069464,0.04104143,0.007405403,0.00008624893,0.0002360405,0.004200127,0.009101427,0.5384418,0.00458663],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002108726,0.03429882,0.003000563,0.0008929816,0.0003452041,0.002422981,0.006494897,0.0003154899,0.9520182],"genre_scores_gemma":[0.06540219,0.2531374,0.002839533,0.005431588,0.0001967061,0.0002083377,0.03808844,0.0001771181,0.6345187],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8950221,"threshold_uncertainty_score":0.9997215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04801510101498501,"score_gpt":0.2986306599326953,"score_spread":0.2506155589177103,"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."}}