{"id":"W4416713291","doi":"10.1016/j.jhepr.2025.101683","title":"External beam radiation for HCC: Ready for incorporation into guidelines?","year":2025,"lang":"en","type":"article","venue":"JHEP Reports","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"External beam radiation; Radiation therapy; Beam (structure); External beam radiotherapy; Clinical trial; Clinical Practice","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":[0.0004644491,0.0001260128,0.0002509345,0.0001303722,0.0001112544,0.0000290942,0.00002794161,0.000110948,0.00001598269],"category_scores_gemma":[0.00047345,0.0001102672,0.0001513853,0.0001236323,0.00001510451,0.00009696608,0.00001316183,0.00004233711,0.000003312604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001351288,"about_ca_system_score_gemma":0.0002296325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009212241,"about_ca_topic_score_gemma":0.00001429942,"domain_scores_codex":[0.9988308,0.00001051013,0.0005799143,0.0002927928,0.0001397758,0.0001462371],"domain_scores_gemma":[0.9989134,0.00006286555,0.0002546422,0.0002807724,0.0004218581,0.00006642723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003066073,0.000159366,0.8205555,0.0002857799,0.000127688,0.0001355907,0.00009911274,0.000005003881,0.01025079,0.0006432164,0.04238399,0.1250474],"study_design_scores_gemma":[0.005247598,0.001417328,0.06076496,0.0004929369,0.001552701,0.0002901236,0.00007325901,0.02223048,0.2017425,0.02904818,0.6766398,0.0005001487],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8848029,0.001927212,0.1022606,0.003923469,0.001209584,0.00415799,0.00001600349,0.0001468912,0.001555275],"genre_scores_gemma":[0.9676554,0.00003160442,0.02436944,0.0006030528,0.0004938287,0.0008895656,0.001002271,0.00002003988,0.00493478],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7597905,"threshold_uncertainty_score":0.4496568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1115962414751197,"score_gpt":0.361849546685738,"score_spread":0.2502533052106183,"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."}}