{"id":"W4403309732","doi":"10.1016/j.eururo.2024.09.032","title":"Radiotherapy for Unfavorable-risk Prostate Cancer: Biologic Dose Escalation, Fewer Fractions, or Both?","year":2024,"lang":"en","type":"editorial","venue":"European Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Prostate cancer; Radiation therapy; De-escalation; Oncology; Prostate; Urology; Internal medicine; Cancer","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":[0.01303288,0.003334401,0.005064927,0.002507518,0.002058231,0.005426694,0.004936903,0.02055762,0.009762809],"category_scores_gemma":[0.02967935,0.001469514,0.003924201,0.001735136,0.002373511,0.004284166,0.001130388,0.03118587,0.006668347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003847303,"about_ca_system_score_gemma":0.003930483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003686563,"about_ca_topic_score_gemma":0.009241452,"domain_scores_codex":[0.9947302,0.001581588,0.0008063986,0.0006134167,0.001958648,0.0003097524],"domain_scores_gemma":[0.9775838,0.01250015,0.001347383,0.0004129492,0.005966919,0.002188844],"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":[0.0001232524,0.00002398416,0.00002686103,0.0005594125,0.00008408947,0.00006565823,0.000008158261,0.0000537575,0.00004656848,0.0003988122,0.9869997,0.01160985],"study_design_scores_gemma":[0.0005196225,0.0001353015,0.0005498211,0.001567403,0.000432111,0.0003645485,0.00004653847,0.0003531741,0.000123165,0.001860048,0.9939966,0.00005168577],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00004141474,0.02256468,0.0001321713,0.05126581,0.9244446,0.00002311986,0.00005895648,0.00004054096,0.001428747],"genre_scores_gemma":[0.0003699299,0.01198531,0.000150387,0.04360488,0.9393932,0.00002845973,0.00003050338,0.00002453799,0.004412875],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02055762,"threshold_uncertainty_score":0.0689252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01611172101236794,"score_gpt":0.3139670367540862,"score_spread":0.2978553157417183,"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."}}