{"id":"W1969528617","doi":"10.2957/kanzo.50.407","title":"Panel discussion: Management of hepatocellular carcinoma","year":2009,"lang":"en","type":"article","venue":"Kanzo","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Hepatocellular carcinoma; Medicine; General surgery; Internal medicine; Oncology","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":[0.0001017527,0.0001656202,0.0003024377,0.00008454522,0.00004580843,0.000007741153,0.00008678198,0.00007295194,0.0002782235],"category_scores_gemma":[0.000003151855,0.000102935,0.0001918873,0.000213025,0.00003398432,0.00004479619,0.00002756002,0.00008217512,0.00008900343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003872174,"about_ca_system_score_gemma":0.00002340049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001213492,"about_ca_topic_score_gemma":2.153266e-7,"domain_scores_codex":[0.998941,0.00002543323,0.0002623248,0.0002459805,0.0002859148,0.0002393631],"domain_scores_gemma":[0.9993291,0.000007807311,0.00006253595,0.0004080231,0.00004197242,0.0001505074],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001318586,0.0004461592,0.9482458,0.0001708232,0.0001108811,0.001276966,0.000222427,1.446964e-7,0.003184339,0.001660874,0.001215379,0.0433344],"study_design_scores_gemma":[0.003730959,0.001318745,0.9053022,0.0003512328,0.0008117421,0.0001049185,0.0003118571,0.001728736,0.06725509,0.001013549,0.01772553,0.0003454049],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9741718,0.001139154,0.0001187974,0.002468674,0.00007056984,0.0005329264,0.000004651546,0.00006235919,0.02143105],"genre_scores_gemma":[0.9936738,0.00006555408,0.001596943,0.000193022,0.000070289,0.00001782735,0.00005175527,0.00001460816,0.004316177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06407075,"threshold_uncertainty_score":0.4197568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.068619975591961,"score_gpt":0.2543374131053857,"score_spread":0.1857174375134247,"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."}}