{"id":"W3205391793","doi":"10.1002/pros.24249","title":"Survival rates with external beam radiation therapy in newly diagnosed elderly metastatic prostate cancer patients","year":2021,"lang":"en","type":"article","venue":"The Prostate","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Prostate cancer; Proportional hazards model; External beam radiotherapy; Urology; Cohort; Radiation therapy; Internal medicine; External beam radiation; Hazard ratio; Epidemiology; Surgery; Cancer; Oncology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002372179,0.0002926814,0.0004223899,0.00007529476,0.0001169714,0.00009231121,0.00009390289,0.00003200643,0.0001200798],"category_scores_gemma":[0.00004242768,0.0001714928,0.00007684616,0.0004479278,0.00009277504,0.0001917525,0.00003377482,0.0002189879,0.00001842987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002387175,"about_ca_system_score_gemma":0.000444907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009176935,"about_ca_topic_score_gemma":0.0005892122,"domain_scores_codex":[0.9981384,0.0001554301,0.0003746117,0.000431281,0.0004322712,0.0004680431],"domain_scores_gemma":[0.9988882,0.0001749849,0.0001857206,0.0003435121,0.0002729215,0.0001346943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00139367,0.001031887,0.8739122,0.00006901257,0.0002636421,0.0003291387,0.003931952,0.000272156,0.0008774576,0.00002249155,0.0002087327,0.1176877],"study_design_scores_gemma":[0.01954243,0.002428589,0.9241313,0.0004465216,0.0001678865,0.00001395492,0.0003987535,0.0001083886,0.05021707,0.0003556575,0.001896334,0.0002930682],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878098,0.006853122,0.00001205915,0.002861612,0.0002222409,0.001958626,0.0001360497,0.00004223035,0.0001042945],"genre_scores_gemma":[0.9809166,0.01587091,0.0001767488,0.0008427032,0.00006517724,0.001245888,0.0001990492,0.00005598734,0.0006269022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1173946,"threshold_uncertainty_score":0.6993272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01771553520005161,"score_gpt":0.2861235889713664,"score_spread":0.2684080537713148,"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."}}