{"id":"W4321611006","doi":"10.1245/s10434-023-13273-1","title":"TBS-Based Preoperative Score to Predict Non-transplantable Recurrence and Identify Candidates for Upfront Resection Versus Transplantation for Hepatocellular Carcinoma","year":2023,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Hepatocellular carcinoma; Hazard ratio; Liver transplantation; Internal medicine; Confidence interval; Milan criteria; Gastroenterology; Incidence (geometry); Transplantation; Surgical oncology; Carcinoma; Resection; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004914716,0.0003798009,0.0004923386,0.0007603289,0.000296205,0.0008254168,0.0003019497,0.0003380118,0.002055498],"category_scores_gemma":[0.002191815,0.0001220424,0.0007830204,0.0007149112,0.0003696254,0.0005980748,0.0005252941,0.0006856867,0.0003734177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003990084,"about_ca_system_score_gemma":0.0006237092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001426055,"about_ca_topic_score_gemma":0.003034052,"domain_scores_codex":[0.9997672,0.00005263932,0.00003615195,0.00003246635,0.00004168043,0.00006980171],"domain_scores_gemma":[0.9988958,0.0002306631,0.0002993446,0.00005624079,0.0001376738,0.0003803344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006464517,0.00003968546,0.9949932,0.0000118871,0.0001022956,0.00005169463,0.00002594005,0.0001516493,0.0002248751,0.00004979177,0.0002098985,0.003492652],"study_design_scores_gemma":[0.00005126099,0.0005667091,0.992848,0.00002655974,0.0004082658,0.000568155,0.0005503712,0.003474037,0.0003147696,0.0005228875,0.0006487481,0.00002019857],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997917,0.0004101339,0.0001777683,0.0001893049,0.00008527685,0.000008041365,0.0002091088,0.000006540776,0.000996814],"genre_scores_gemma":[0.9991232,0.0001082427,0.0001079914,0.0000356411,0.00005659405,0.000005167515,0.0003701302,0.000002686297,0.0001904409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002055498,"threshold_uncertainty_score":0.00687629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1576898592795959,"score_gpt":0.3767368064275292,"score_spread":0.2190469471479332,"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."}}