{"id":"W4402469356","doi":"10.1016/j.jhepr.2024.101216","title":"Tumor burden with AFP improves survival prediction for TACE-treated patients with HCC: An international observational study☆","year":2024,"lang":"en","type":"article","venue":"JHEP Reports","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"National Key Research and Development Program of China","keywords":"Observational study; Internal medicine; Hepatocellular carcinoma; Medicine; Oncology; Overall survival","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":[0.0002177553,0.0002066691,0.0002482398,0.0001286669,0.00008759742,0.00009972398,0.00004794706,0.00004975805,0.00007829503],"category_scores_gemma":[0.00004177517,0.0001367683,0.00007029372,0.0001898172,0.00003264875,0.000384851,0.00001847335,0.00009895267,0.000003685278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001377067,"about_ca_system_score_gemma":0.0001953156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001315517,"about_ca_topic_score_gemma":0.00004587185,"domain_scores_codex":[0.9983459,0.00002616593,0.0003489499,0.000520069,0.0005708221,0.0001880652],"domain_scores_gemma":[0.9990304,0.00004508094,0.0001230235,0.000278758,0.000394757,0.0001279422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006718584,0.0006665825,0.9928046,0.00006580434,0.0005923492,0.001232605,0.0003316638,0.00000451448,0.0001688547,0.00001963178,0.000184565,0.003257013],"study_design_scores_gemma":[0.001913839,0.003773568,0.9852784,0.00010812,0.0005595268,0.0001370079,0.0001031987,0.003353037,0.0002979035,0.00003803201,0.00427704,0.0001603721],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960517,0.00005417036,0.0001202007,0.0002184685,0.0004953547,0.002195393,0.0000772268,0.000212313,0.0005751774],"genre_scores_gemma":[0.9943058,0.000001817909,0.000743554,0.00002735636,0.00045076,0.0005386436,0.002552761,0.00005106582,0.001328209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007526203,"threshold_uncertainty_score":0.5577248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0739277514550694,"score_gpt":0.2871621960148535,"score_spread":0.2132344445597841,"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."}}