{"id":"W4200086069","doi":"10.1097/tp.0000000000003998","title":"De Novo Malignancy After Liver Transplantation: Risk Assessment, Prevention, and Management—Guidelines From the ILTS-SETH Consensus Conference","year":2021,"lang":"en","type":"article","venue":"Transplantation","topic":"Viral-associated cancers and disorders","field":"Medicine","cited_by":79,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; Toronto General Hospital","funders":"","keywords":"Liver transplantation; Medicine; Transplantation; Immunosuppression; Incidence (geometry); Malignancy; Epidemiology; Internal medicine; Intensive care medicine","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":[0.0001781391,0.000142678,0.0001647054,0.00002945015,0.0001284131,0.00006129794,0.00004514439,0.00008412787,0.0003867838],"category_scores_gemma":[0.00001144648,0.0001171019,0.00006817924,0.0001294635,0.00005817707,0.00008358902,0.000004501087,0.0001393064,0.000009101169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003780105,"about_ca_system_score_gemma":0.0001530783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002776852,"about_ca_topic_score_gemma":0.001126249,"domain_scores_codex":[0.998896,0.000144734,0.0002845921,0.0002742841,0.0002207404,0.0001796536],"domain_scores_gemma":[0.9994165,0.00009314213,0.00009443638,0.000147472,0.0001860284,0.00006245143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005816262,0.0006348081,0.8593852,0.003719544,0.002255784,0.008505801,0.01928083,0.0002786325,0.004739101,0.008630374,0.005752827,0.08100086],"study_design_scores_gemma":[0.008362664,0.0001105857,0.9792346,0.0008498047,0.002688781,0.0002787234,0.001471302,0.0007692375,0.001024461,0.003937121,0.001017588,0.0002551148],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.957539,0.002801362,0.02908879,0.003066254,0.0001355075,0.0004864866,0.0006275658,0.00006386636,0.006191122],"genre_scores_gemma":[0.92598,0.06452976,0.00633212,0.00136297,0.0000678195,0.00007092847,0.0007241792,0.00001678467,0.0009154778],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1198494,"threshold_uncertainty_score":0.4775277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02792473034729685,"score_gpt":0.3126457011590046,"score_spread":0.2847209708117077,"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."}}