{"id":"W4387208016","doi":"10.1016/j.ijrobp.2023.06.278","title":"Prognostic Significance of Pretreatment Immune Cell Infiltration in Muscle Invasive Bladder Cancer Treated with Definitive Chemoradiation: Analysis of NRG RTOG 0524 and 0712","year":2023,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Bladder cancer; Infiltration (HVAC); Internal medicine; Oncology; Cancer research; Medicine; Chemistry; Cancer; Materials science","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":[0.000269428,0.0001633631,0.0002945064,0.000309456,0.0001662175,0.0003525969,0.0002550881,0.0003127109,0.00173811],"category_scores_gemma":[0.001002478,0.00009230592,0.0002990644,0.0004630302,0.0002097963,0.0002517488,0.0002563046,0.0003609386,0.0002554583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002175116,"about_ca_system_score_gemma":0.0002287691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001384289,"about_ca_topic_score_gemma":0.002530672,"domain_scores_codex":[0.999824,0.0000446227,0.00001550037,0.00003381669,0.00002902514,0.00005307169],"domain_scores_gemma":[0.9993252,0.0001459227,0.0002373429,0.00005002778,0.00005100841,0.0001906542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009392737,0.00003907518,0.9946334,0.000005921476,0.00005169319,0.00004477621,0.0000304528,0.0001162268,0.0015621,0.00001930871,0.00009857058,0.002459187],"study_design_scores_gemma":[0.000007285264,0.000186684,0.9990982,0.000001597292,0.00002941017,0.00009538325,0.00006323686,0.0001863388,0.0001274391,0.00001711568,0.0001854209,0.000001904276],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993145,0.0001698646,0.00003225136,0.00002224462,0.000003492047,0.000001481872,0.0001270694,0.000002679596,0.0003263736],"genre_scores_gemma":[0.9995722,0.00002996357,0.00002131766,0.00001034073,0.00000524318,0.000001847379,0.0001898742,0.000001793662,0.0001673679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00173811,"threshold_uncertainty_score":0.005814552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0231513599536006,"score_gpt":0.3149213369821491,"score_spread":0.2917699770285485,"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."}}