{"id":"W4213388823","doi":"10.1002/hep.32411","title":"Dynamic risk profiling of HCC recurrence after curative intent liver resection","year":2022,"lang":"en","type":"article","venue":"Hepatology","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto; Princess Margaret Cancer Centre; Toronto Western Hospital; University Health Network","funders":"","keywords":"Medicine; Metastasis; Intrahepatic Cholangiocarcinoma; Internal medicine; Surgery; Oncology; Cancer","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":[0.0001967748,0.0001121909,0.0002880639,0.0001498638,0.00009866001,0.000002463232,0.00005622564,0.00005865624,0.0006883416],"category_scores_gemma":[0.00007839919,0.0001005741,0.000115287,0.0002289126,0.00008306315,0.0000375731,0.00009925084,0.0003158303,0.00002695676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001569123,"about_ca_system_score_gemma":0.00009328817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002084337,"about_ca_topic_score_gemma":0.00007643737,"domain_scores_codex":[0.9988459,0.0002921228,0.000241139,0.0002608671,0.0001686008,0.0001914097],"domain_scores_gemma":[0.9994377,0.00007491464,0.0001326975,0.000202745,0.00009686279,0.00005503985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009470143,0.0001855045,0.991949,0.00005879078,0.00008401619,0.0003094237,0.0007397499,6.49655e-7,0.0005654381,0.0001030809,0.0001108487,0.00494646],"study_design_scores_gemma":[0.008031803,0.01623144,0.372643,0.0002841309,0.001958052,0.002689915,0.003694825,0.4884162,0.08608928,0.001979342,0.01688879,0.001093248],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957508,0.002338303,0.0002564533,0.0002904514,0.0002748939,0.0005037821,0.00004448395,0.00003083138,0.0005099399],"genre_scores_gemma":[0.9978947,0.0002830305,0.001088837,0.00008039845,0.00001356337,0.0003855911,0.00007427105,0.00001328688,0.0001663098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.619306,"threshold_uncertainty_score":0.7536858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0440812782793265,"score_gpt":0.2703890745904003,"score_spread":0.2263077963110738,"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."}}