{"id":"W4401022902","doi":"10.1016/j.hpb.2024.07.415","title":"Machine learning models including preoperative and postoperative albumin-bilirubin score: short-term outcomes among patients with hepatocellular carcinoma","year":2024,"lang":"en","type":"article","venue":"HPB","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Hepatocellular carcinoma; Bilirubin; Albumin; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001748527,0.0004476198,0.0005663498,0.0002145767,0.000274566,0.0001526666,0.00007579152,0.0001311927,0.000100407],"category_scores_gemma":[0.00003200982,0.0003013706,0.0001293338,0.0002637899,0.0001624058,0.0004461069,0.0001247722,0.000445529,0.00001907016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001486223,"about_ca_system_score_gemma":0.00009959139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002616896,"about_ca_topic_score_gemma":0.00005026969,"domain_scores_codex":[0.9980657,0.0001239159,0.0003265902,0.0006811706,0.0004037866,0.0003988938],"domain_scores_gemma":[0.9991768,0.0001162055,0.00004144625,0.0002524498,0.0001529675,0.00026016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001413274,0.0001400782,0.9910296,0.0001495625,0.0003230105,0.0006575249,0.003864042,0.00001081765,0.0002421991,0.00009722355,0.00002148835,0.003323089],"study_design_scores_gemma":[0.001531215,0.001082202,0.7170461,0.0003588677,0.0004516142,0.00003147075,0.0001466519,0.2772613,0.00161209,0.00001426493,0.00009012098,0.0003741544],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942889,0.002650541,0.0005134855,0.0001287719,0.00008515822,0.001412838,0.00003539827,0.0001779707,0.0007069648],"genre_scores_gemma":[0.997206,0.000069252,0.0007072232,0.00008994127,0.00004593822,0.000147308,0.0003469343,0.00008856776,0.001298796],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2772505,"threshold_uncertainty_score":0.9999439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07360025378149108,"score_gpt":0.2606281157219803,"score_spread":0.1870278619404892,"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."}}