{"id":"W4220679370","doi":"10.1016/j.aohep.2022.100703","title":"Is diabetes a risk factor for malignancy post-transplant in liver transplant recipients?","year":2022,"lang":"en","type":"letter","venue":"Annals of Hepatology","topic":"Viral-associated cancers and disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Diabetes mellitus; Malignancy; Risk factor; Liver transplantation; Internal medicine; Oncology; Gastroenterology; Transplantation; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002045139,0.0004058307,0.001337445,0.0004450359,0.00007672034,0.000006048536,0.0002575802,0.0009501104,0.002121953],"category_scores_gemma":[0.00006782505,0.0003799854,0.0006228697,0.0001990375,0.0001090831,0.00005129457,0.00002455068,0.001282122,0.0000119719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006682165,"about_ca_system_score_gemma":0.0002641568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00125354,"about_ca_topic_score_gemma":0.0003296956,"domain_scores_codex":[0.9972849,0.0002029199,0.0006990983,0.0006112703,0.000346413,0.0008553473],"domain_scores_gemma":[0.9986278,0.0003107017,0.0004421033,0.000370954,0.0001711951,0.00007718699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001091971,0.0002079369,0.4274785,0.0009585611,0.0007033254,0.0007580377,0.001953518,6.680333e-7,0.00009010204,0.00001024115,0.5634008,0.003346391],"study_design_scores_gemma":[0.006678883,0.005387804,0.05600042,0.001052117,0.001094158,0.00005785082,0.0001128807,0.0001574513,0.002247559,0.000677277,0.9254636,0.001070044],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.632906,0.008143287,0.000007815387,0.3386818,0.0006140202,0.001129342,0.01814028,0.0000412868,0.0003360814],"genre_scores_gemma":[0.5082403,0.0128319,0.00003229158,0.4761877,0.0001924926,0.0002666071,0.001723136,0.0000804412,0.0004451075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3714781,"threshold_uncertainty_score":0.9998652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04279139749997005,"score_gpt":0.2956733110729069,"score_spread":0.2528819135729368,"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."}}