{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01416362,0.0006666925,0.001914176,0.002183649,0.0008458034,0.003934766,0.002198237,0.006000503,0.007408381],"category_scores_gemma":[0.05639346,0.0006055578,0.001448205,0.002681894,0.001643426,0.008337993,0.002416473,0.009460295,0.006033608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001880667,"about_ca_system_score_gemma":0.01267948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005720329,"about_ca_topic_score_gemma":0.01435729,"domain_scores_codex":[0.9905302,0.003843441,0.002623149,0.0003421198,0.00230093,0.0003601996],"domain_scores_gemma":[0.9472175,0.01789272,0.005561544,0.002724967,0.02334823,0.003255181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009404821,0.0001315038,0.0008602259,0.006271158,0.0001103167,0.0003180189,0.0003884356,0.0003344461,0.0005566513,0.009888782,0.5187639,0.4622826],"study_design_scores_gemma":[0.0000577995,0.00009219385,0.00117759,0.02002756,0.0001267801,0.000430997,0.0006044147,0.0001652447,0.0001487741,0.01094097,0.9661806,0.00004713253],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0008745391,0.2827851,0.005973775,0.6772475,0.02255459,0.0001816561,0.0005639953,0.0004689802,0.009349882],"genre_scores_gemma":[0.01643146,0.6211862,0.07670892,0.2371572,0.0367688,0.0005730157,0.00297243,0.0004183993,0.007783577],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01416362,"threshold_uncertainty_score":0.07490534,"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."}}