{"id":"W4409098989","doi":"10.1016/j.ijrobp.2025.03.022","title":"Standardization of Radiation Therapy to Inguinal and Pelvic Lymph Nodes in Locally Advanced Cancer of the Penis, as Defined by the International Penile Advanced Cancer Trial (InPACT)","year":2025,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Genital Health and Disease","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; Interior Health","funders":"National Cancer Institute; Stand Up To Cancer; National Institute for Health and Care Research; National Institutes of Health; NIHR Biomedical Research Centre, Royal Marsden NHS Foundation Trust/Institute of Cancer Research; Royal Marsden NHS Foundation Trust; Elekta; Prostate Cancer UK; Bayer; Institute of Cancer Research; Cancer Research UK; Rising Tide Foundation","keywords":"Penile cancer; Penis; Medicine; Radiation therapy; Lymph; Inguinal lymph nodes; General surgery; Oncology; Medical physics; Radiology; Surgery; Pathology","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":[0.03045372,0.0005912526,0.001394696,0.0006289974,0.0005230391,0.001601448,0.001301229,0.001388688,0.001977283],"category_scores_gemma":[0.02112048,0.0002911107,0.001689194,0.001141155,0.001074034,0.0009273196,0.001397607,0.002263484,0.0003732492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001441611,"about_ca_system_score_gemma":0.003714793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004338577,"about_ca_topic_score_gemma":0.0006591929,"domain_scores_codex":[0.9712973,0.02447524,0.001424079,0.0007722634,0.001586771,0.0004443965],"domain_scores_gemma":[0.9912177,0.002205953,0.003229113,0.001970459,0.0006493806,0.0007272738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.3728971,0.01575402,0.03956052,0.007670253,0.004605264,0.00008333507,0.0009956283,0.01315176,0.009630233,0.007800852,0.01054981,0.5173012],"study_design_scores_gemma":[0.5457612,0.2360909,0.1302754,0.002877188,0.004097448,0.0004772324,0.0003388535,0.00423795,0.01206101,0.006568408,0.05709343,0.0001209097],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8398622,0.04262724,0.01797108,0.005647191,0.002069531,0.05615575,0.002359745,0.000320803,0.03298631],"genre_scores_gemma":[0.9443233,0.005178534,0.0160676,0.003337029,0.0005531954,0.0267536,0.001720746,0.00009030115,0.001975736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03045372,"threshold_uncertainty_score":0.1610566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01295223508644341,"score_gpt":0.3671422909709366,"score_spread":0.3541900558844932,"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."}}