{"id":"W2589365148","doi":"10.1016/j.hpb.2017.01.007","title":"Mixed hepatocellular and cholangiocarcinoma: the difficulty of finding the right answer","year":2017,"lang":"en","type":"letter","venue":"HPB","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Liver transplantation; Intrahepatic Cholangiocarcinoma; Internal medicine; Gastroenterology; Hepatocellular carcinoma; Milan criteria; Retrospective cohort study; Cohort; Transplantation; Multicenter study; Surgery; Oncology; Randomized controlled trial","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":[0.000239469,0.0003587857,0.0006554775,0.00007047076,0.0005059747,0.00007301883,0.000422495,0.0003472585,0.0000690705],"category_scores_gemma":[0.00008742678,0.0001676256,0.0003184331,0.00007425986,0.000547784,0.00004503475,0.0002220448,0.001239237,0.00001831445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004554336,"about_ca_system_score_gemma":0.00006986914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002387813,"about_ca_topic_score_gemma":0.00003462531,"domain_scores_codex":[0.9983794,0.00008401216,0.0003003797,0.0004106646,0.0004508575,0.0003746806],"domain_scores_gemma":[0.9981254,0.0002264897,0.0002988709,0.00119099,0.0001106157,0.00004757397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002548281,0.00001710463,0.0423457,0.0002613276,0.0003836386,0.0005005205,0.0009738123,3.72541e-8,0.0001492545,0.00001538381,0.9543595,0.0009681837],"study_design_scores_gemma":[0.0007254131,0.00007757738,0.2830417,0.0002182519,0.0007122575,0.0002216045,0.0001226809,0.00004667323,0.0002244166,0.0000159268,0.7143912,0.0002023797],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3847598,0.02978441,0.00003382987,0.5749711,0.001626082,0.001481887,0.0001509032,0.00006456354,0.007127466],"genre_scores_gemma":[0.8169929,0.0006149774,0.000114105,0.1549871,0.008591822,0.0001543329,0.0002666559,0.0001212977,0.01815684],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4322331,"threshold_uncertainty_score":0.6835575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04314375422280058,"score_gpt":0.2599578309358181,"score_spread":0.2168140767130176,"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."}}