{"id":"W4414569083","doi":"10.1016/j.aohep.2025.102062","title":"INCIDENCE AND PREDICTORS OF POST-TRANSPLANT MALIGNANCY IN LIVER TRANSPLANT RECIPIENTS: A SINGLE-CENTRE COHORT STUDY","year":2025,"lang":"en","type":"article","venue":"Annals of Hepatology","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Etiology; Incidence (geometry); Cancer; Malignancy; Liver transplantation; Retrospective cohort study; Cohort; Liver cancer; Cohort study","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0005247241,0.0003656569,0.0004186173,0.001093843,0.001100988,0.0009187803,0.0006570516,0.0004141368,0.001654063],"category_scores_gemma":[0.001145446,0.000475058,0.0008417769,0.001618009,0.0003251053,0.0003816305,0.0005017842,0.0006222978,0.0002411263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001959801,"about_ca_system_score_gemma":0.002225218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2500707,"about_ca_topic_score_gemma":0.2757717,"domain_scores_codex":[0.9995003,0.00004588105,0.00004212411,0.0001260681,0.0001275473,0.0001581039],"domain_scores_gemma":[0.9989505,0.00008426827,0.0003332693,0.000112854,0.0002227235,0.00029638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003955117,0.00001350096,0.9994648,0.000003319003,0.00003039373,0.00003727994,0.00003636714,0.000009735353,0.00006008715,0.000004163093,0.0000539036,0.0002470525],"study_design_scores_gemma":[0.000005679351,0.0000388245,0.9993926,0.000004299852,0.00002575069,0.0001436166,0.0001470329,0.0001055961,0.00001898833,0.000005431103,0.0001084143,0.000003793083],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990681,0.0001232903,0.00003960503,0.00002417795,0.000003528069,0.00001407511,0.0005428555,0.000002453338,0.0001818089],"genre_scores_gemma":[0.9990962,0.0001069836,0.00004465243,0.00001589563,0.000007414231,0.000008004335,0.0006121404,0.000001736287,0.0001070026],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2500707,"threshold_uncertainty_score":0.4972302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02918029091561907,"score_gpt":0.3076352538956554,"score_spread":0.2784549629800364,"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."}}