{"id":"W3005937021","doi":"10.1002/bjs.11464","title":"Hepatocellular carcinoma tumour burden score to stratify prognosis after resection","year":2020,"lang":"en","type":"article","venue":"British journal of surgery","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":161,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Hepatocellular carcinoma; Liver cancer; Internal medicine; Gastroenterology","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":[0.0009037235,0.0003467159,0.0003993176,0.001790824,0.0001891609,0.0005538719,0.0002638376,0.0002467962,0.001910349],"category_scores_gemma":[0.002516689,0.0001300401,0.0005308262,0.001104188,0.0001683904,0.0004176954,0.0005386727,0.0004116048,0.0004192664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004803259,"about_ca_system_score_gemma":0.0003742675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003282232,"about_ca_topic_score_gemma":0.005479254,"domain_scores_codex":[0.9997051,0.00005901303,0.0000466528,0.00004505404,0.00008041807,0.0000636807],"domain_scores_gemma":[0.9985139,0.000224124,0.000571394,0.00007169507,0.0002036305,0.0004152213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001616157,0.000006921048,0.9971583,0.000009005244,0.00003836999,0.00002508832,0.00001225388,0.0001148936,0.00009620583,0.00001158158,0.0002082494,0.002157555],"study_design_scores_gemma":[0.00001456464,0.000112485,0.9978102,0.00001637271,0.00005514194,0.0002314391,0.00005601628,0.001225556,0.00007673829,0.00006170194,0.0003337392,0.000006114979],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966964,0.0008129241,0.0003041281,0.0001460888,0.00003268532,0.00002718428,0.0008579674,0.00001559679,0.001106962],"genre_scores_gemma":[0.9983931,0.0001242529,0.0001642523,0.00001436013,0.00001920774,0.000008509591,0.001155384,0.000002563683,0.0001182477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003282232,"threshold_uncertainty_score":0.006526232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.117819991187713,"score_gpt":0.247770195778202,"score_spread":0.129950204590489,"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."}}