{"id":"W3085636541","doi":"10.1097/sla.0000000000004346","title":"Overall Tumor Burden Dictates Outcomes for Patients Undergoing Resection of Multinodular Hepatocellular Carcinoma Beyond the Milan Criteria","year":2020,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":102,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Milan criteria; Hepatocellular carcinoma; Resection; Cohort; Surgery; Liver transplantation; Internal medicine; 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":[0.0003799282,0.000220875,0.0006766279,0.0001224325,0.00009055169,0.00001538189,0.0001006857,0.00007422651,0.00005753019],"category_scores_gemma":[0.0007394584,0.0001569144,0.0005821723,0.0001813888,0.00008202875,0.0001126099,0.00005060789,0.0000929312,0.000004814766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001273532,"about_ca_system_score_gemma":0.00009415077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001967214,"about_ca_topic_score_gemma":0.000002785696,"domain_scores_codex":[0.9983212,0.0001054305,0.0006295743,0.0002857423,0.0003489586,0.0003091071],"domain_scores_gemma":[0.9979172,0.0009547457,0.0003064117,0.0002799525,0.0003904616,0.0001512217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006536046,0.0001849962,0.9883274,0.0006793549,0.0002689048,0.00003123267,0.0007216549,7.719615e-7,0.003562318,0.00001934667,0.0049069,0.0006434565],"study_design_scores_gemma":[0.002417545,0.001587921,0.8257036,0.00026195,0.0003844002,0.000004803982,0.000326855,0.006073257,0.1602937,0.0003032366,0.002324826,0.0003179063],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919262,0.0009443376,0.00002370861,0.005909635,0.0001587951,0.0008112769,0.0001084874,0.00002983348,0.00008774074],"genre_scores_gemma":[0.9981105,0.0001293438,0.0001594066,0.00105293,0.0001523924,0.00005821327,0.000245523,0.00004011127,0.00005161349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1626238,"threshold_uncertainty_score":0.6398785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2605877341376451,"score_gpt":0.3147431601710412,"score_spread":0.05415542603339607,"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."}}