{"id":"W3151408999","doi":"10.1038/s41391-021-00339-y","title":"Long-term outcomes of prostate radiotherapy for newly-diagnosed metastatic prostate cancer","year":2021,"lang":"en","type":"article","venue":"Prostate Cancer and Prostatic Diseases","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre; Memorial University of Newfoundland; Ottawa Hospital; Ottawa Regional Cancer Foundation; University of Ottawa","funders":"","keywords":"Medicine; Prostate cancer; Prostate; Androgen deprivation therapy; Oncology; Internal medicine; Radiation therapy; Urology; Proportional hazards model; Population; Cohort; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002068076,0.0007951921,0.001696888,0.0002149801,0.0002553267,0.0001755299,0.0001496351,0.00008775645,0.0003806711],"category_scores_gemma":[0.0002116766,0.0006317589,0.0004393129,0.0005564264,0.0004327004,0.0004010593,0.00009570119,0.0001950958,0.0000033417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003497271,"about_ca_system_score_gemma":0.001856932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002991295,"about_ca_topic_score_gemma":0.0001808037,"domain_scores_codex":[0.9959249,0.000115845,0.001112063,0.00119109,0.0006372998,0.00101884],"domain_scores_gemma":[0.9965608,0.0005509595,0.0005631159,0.0006546165,0.0009314397,0.000739052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002566846,0.001443411,0.836054,0.00580926,0.002255228,0.0003857765,0.00316514,0.00008955584,0.0009736224,0.0001517119,0.00167629,0.1454292],"study_design_scores_gemma":[0.03337218,0.002292392,0.9243164,0.002720553,0.004473033,0.00006282541,0.0009340219,0.0002951804,0.02258149,0.001573007,0.006120739,0.001258177],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.834002,0.1429675,0.00009710723,0.00588008,0.0005223257,0.006898822,0.009449935,0.0001382399,0.00004397017],"genre_scores_gemma":[0.8089604,0.1596314,0.003614628,0.003331564,0.0002019673,0.01728977,0.001792804,0.0002953503,0.004882126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.144171,"threshold_uncertainty_score":0.9996133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02810730911487858,"score_gpt":0.3421154941689171,"score_spread":0.3140081850540385,"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."}}