{"id":"W2031731044","doi":"10.3747/co.v17i0.705","title":"Role of Surgery in High-Risk Localized Prostate Cancer","year":2010,"lang":"en","type":"article","venue":"Current Oncology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital; Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Prostatectomy; Prostate cancer; Context (archaeology); Randomized controlled trial; Radiation therapy; Lymphadenectomy; Surgery; Population; Life expectancy; Number needed to harm; Natural history; Disease; Lymph node; Cancer; Internal medicine; Number needed to treat; Relative risk","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002224129,0.0001213077,0.0005267703,0.0001364422,0.00001972809,0.000002767979,0.00004484034,0.00009418664,0.0002897073],"category_scores_gemma":[0.00009860176,0.00009549677,0.00008556195,0.0001757653,0.0001146553,0.00003225094,0.00003166236,0.0003278147,0.00001485432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001883602,"about_ca_system_score_gemma":0.0005312053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001097353,"about_ca_topic_score_gemma":0.00142507,"domain_scores_codex":[0.998996,0.00005769516,0.0003483729,0.0002299179,0.0001151463,0.0002528759],"domain_scores_gemma":[0.9992045,0.0002016848,0.0001853233,0.0002002004,0.00009764289,0.0001106317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002203458,0.0008468537,0.6735052,0.00006068066,0.00003154679,0.00001349002,0.0002414541,0.000003009396,0.001059932,0.0001049466,0.0007428969,0.3231696],"study_design_scores_gemma":[0.003757142,0.0003567442,0.814344,0.0001739502,0.0001332139,0.000007907595,0.00008296115,0.0000850228,0.009057249,0.0006612056,0.1712278,0.0001128352],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900361,0.006998251,0.000001629305,0.0007571066,0.001436506,0.0004611906,0.00007601317,0.00001984494,0.0002133057],"genre_scores_gemma":[0.9894105,0.009785185,0.00009879001,0.00005315608,0.0001442714,0.0004176637,0.00004998151,0.00001423804,0.00002617152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3230568,"threshold_uncertainty_score":0.3894245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05270133240666827,"score_gpt":0.3780266757404659,"score_spread":0.3253253433337976,"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."}}