{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005217036,0.0002163787,0.0007065957,0.0002357676,0.00008759352,0.0001343751,0.000103446,0.0001323427,0.0004270837],"category_scores_gemma":[0.0003595385,0.0002293648,0.0005852416,0.0005338239,0.00004097026,0.000255029,0.00004181034,0.0004271169,0.00006457827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009085603,"about_ca_system_score_gemma":0.0003278193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001921375,"about_ca_topic_score_gemma":0.000009389477,"domain_scores_codex":[0.997726,0.0001339948,0.0008222631,0.0002945282,0.0006451128,0.0003781076],"domain_scores_gemma":[0.9982427,0.0001089965,0.0002512094,0.0001193416,0.0004607637,0.0008170308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008960117,0.0001280892,0.9388541,0.0001986109,0.0001475145,0.02799678,0.000267254,9.078651e-7,0.003551462,8.862627e-7,0.00993497,0.0180234],"study_design_scores_gemma":[0.0011592,0.001085759,0.9512246,0.001477711,0.0004437496,0.008025487,0.0002312186,0.0003140935,0.03147568,0.00001614261,0.004196226,0.0003501649],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885865,0.005582127,0.00009183995,0.004802409,0.0002535944,0.0004683649,0.00002362402,0.00003468071,0.0001568018],"genre_scores_gemma":[0.9966205,0.0003213304,0.0005077245,0.0007846175,0.001566388,0.0000413686,0.00001934438,0.00005379413,0.00008496248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02792422,"threshold_uncertainty_score":0.9353225,"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."}}