{"id":"W2078872144","doi":"10.5489/cuaj.11134","title":"Prostate cancer screening: Canadian guidelines 2011","year":2011,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of British Columbia; McGill University; Queen's University; University of Toronto; Western University","funders":"","keywords":"Prostate cancer; Medicine; Cancer; Oncology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004860905,0.0001859238,0.0002936176,0.0002768527,0.0003499016,0.00006257268,0.0001187118,0.0002204248,0.006299666],"category_scores_gemma":[0.0003049189,0.0001440338,0.0001497981,0.0001592069,0.00003176177,0.0001181903,0.000009933156,0.0004362429,0.0001807434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002476013,"about_ca_system_score_gemma":0.002418335,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5376535,"about_ca_topic_score_gemma":0.4264195,"domain_scores_codex":[0.9981638,0.00006807588,0.0004197356,0.0002414667,0.0002859671,0.0008209742],"domain_scores_gemma":[0.9964853,0.00002977809,0.0002245109,0.0001288736,0.0007803391,0.002351188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003400511,0.0000263017,0.8741151,0.00000224991,0.000182958,0.0003341249,0.0002007516,0.000007655323,0.000005503603,0.00009413803,0.1102667,0.01473056],"study_design_scores_gemma":[0.0007699851,0.0002545604,0.6985178,0.00002589664,0.000112624,0.00009255743,0.00005520513,0.00003497261,0.00005013243,0.0003735696,0.2995767,0.0001360506],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6959862,0.007730432,0.00004131082,0.2667502,0.001830668,0.001108604,0.0006149156,0.00009968902,0.02583796],"genre_scores_gemma":[0.9714336,0.001733124,0.001242298,0.02228045,0.0006439235,0.0000709271,0.00003961678,0.00002584627,0.002530218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2754474,"threshold_uncertainty_score":0.9946087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06605304095280046,"score_gpt":0.286001384914632,"score_spread":0.2199483439618315,"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."}}