{"id":"W4412609686","doi":"10.1016/j.ijrobp.2025.07.1408","title":"Utility-Based Dose Selection for Stereotactic Body Radiation Therapy in Hepatocellular Carcinoma","year":2025,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre","funders":"National Institutes of Health","keywords":"Hepatocellular carcinoma; Stereotactic radiation therapy; Medicine; Selection (genetic algorithm); Stereotactic radiotherapy; Radiation therapy; Nuclear medicine; Radiology; Medical physics; Radiosurgery; Internal medicine; Computer science; Artificial intelligence","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":[0.002402423,0.0003774193,0.0005290537,0.001976083,0.0003686081,0.001297776,0.0005465311,0.0003682201,0.001198572],"category_scores_gemma":[0.009644786,0.0003169015,0.000621951,0.001156646,0.0002958578,0.0004963538,0.0009864757,0.0003645753,0.0002666469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001397721,"about_ca_system_score_gemma":0.0008545471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005863031,"about_ca_topic_score_gemma":0.005948427,"domain_scores_codex":[0.9990089,0.0005334063,0.00006783519,0.00005061407,0.0002708436,0.0000683332],"domain_scores_gemma":[0.998033,0.001028766,0.0002711587,0.0001402391,0.0004493459,0.00007747222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004675088,0.0001746993,0.4238625,0.0004649342,0.0005185434,0.0005713009,0.0005312931,0.2046734,0.02771171,0.003863915,0.00440438,0.3285482],"study_design_scores_gemma":[0.000169565,0.001073686,0.283113,0.0001286891,0.0007119266,0.001826499,0.0006099389,0.6608998,0.03836829,0.006377851,0.006598093,0.0001226113],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9012574,0.005765525,0.08495824,0.000958957,0.00004939174,0.0001853453,0.0005697162,0.000793224,0.005462217],"genre_scores_gemma":[0.991024,0.0002606203,0.008057259,0.00003295353,0.00000662078,0.00001895443,0.000161411,0.0001336369,0.0003043908],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005863031,"threshold_uncertainty_score":0.01270539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04616212299558665,"score_gpt":0.3308483049921858,"score_spread":0.2846861819965991,"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."}}