{"id":"W4415177062","doi":"10.1200/jco-25-01376","title":"Challenges Remaining for Yttrium-90 Radioembolization: The Case for Standardized Dosimetry and Comparative Local Control Analyses in Liver Tumors","year":2025,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"","keywords":"Dosimetry; Radiation therapy; Cancer; Clinical trial; MEDLINE","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.4449103,0.001230312,0.004683401,0.002239474,0.002388415,0.01157269,0.008127391,0.004897489,0.002220461],"category_scores_gemma":[0.2754369,0.0008715139,0.002595192,0.002528629,0.01074899,0.008949578,0.005175599,0.009420601,0.0006490237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01064734,"about_ca_system_score_gemma":0.02559361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01598687,"about_ca_topic_score_gemma":0.01678061,"domain_scores_codex":[0.8281662,0.1336981,0.01203719,0.005859408,0.01805432,0.002184773],"domain_scores_gemma":[0.6123307,0.2436436,0.02514565,0.0639492,0.05021824,0.004712737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004502086,0.0009084186,0.07128659,0.005863897,0.00249452,0.000397866,0.007028637,0.01695228,0.008647174,0.1183605,0.03744419,0.7261139],"study_design_scores_gemma":[0.001480694,0.009811381,0.2147945,0.01817879,0.003602273,0.00431288,0.02264609,0.03979192,0.01862414,0.2736749,0.3916677,0.001414749],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1555898,0.1993036,0.2492328,0.3578465,0.01191762,0.00149778,0.002293251,0.001399833,0.02091891],"genre_scores_gemma":[0.6894005,0.02264751,0.2424441,0.03431168,0.005137181,0.002066551,0.001090927,0.001265692,0.001635865],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.4449103,"threshold_uncertainty_score":0.6845244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4982625132717181,"score_gpt":0.5202481893919765,"score_spread":0.02198567612025842,"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."}}