{"id":"W2712529358","doi":"10.1097/sla.0000000000002360","title":"Prediction of Hepatocellular Carcinoma Recurrence Beyond Milan Criteria After Resection","year":2017,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":116,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"National Cancer Institute","keywords":"Medicine; Milan criteria; Hepatocellular carcinoma; Resection; Carcinoma; Radiology; Oncology; General surgery; Surgery; Internal medicine; Liver transplantation","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":[0.0006219172,0.0001586663,0.000487063,0.0002229245,0.0001051933,0.00002123055,0.00009002536,0.0001355406,0.0002153668],"category_scores_gemma":[0.0002556242,0.0001443927,0.0003360166,0.00009689709,0.0001658163,0.0002409271,0.00004657101,0.0001029305,0.00001152911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001144739,"about_ca_system_score_gemma":0.00009346481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003348266,"about_ca_topic_score_gemma":0.000005679018,"domain_scores_codex":[0.9986407,0.00007184339,0.0004782356,0.0002579179,0.0003115143,0.0002398573],"domain_scores_gemma":[0.9983736,0.00009969106,0.0003412218,0.000691239,0.000364535,0.0001297641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007309317,0.0001838361,0.9835855,0.0003683335,0.00009094869,0.0001412808,0.0001407624,1.404614e-8,0.005593418,0.000009488164,0.004788863,0.004366623],"study_design_scores_gemma":[0.0002396793,0.0002265252,0.7967593,0.0003120185,0.00008786034,0.00001717569,0.00001721101,0.000283992,0.200785,0.0001189721,0.001070353,0.00008189487],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946596,0.002242281,0.00001143846,0.0007936348,0.0004297151,0.0002655648,0.0001497273,0.00001895555,0.001429069],"genre_scores_gemma":[0.9986428,0.0006500874,0.00006616396,0.00006763361,0.0001893804,0.00004631963,0.0001143737,0.00001973818,0.0002035205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1951916,"threshold_uncertainty_score":0.5888165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3923901880229298,"score_gpt":0.3348234577928947,"score_spread":0.05756673023003511,"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."}}