{"id":"W1973999077","doi":"10.1038/nrurol.2009.106","title":"Improved risk stratification for prostate cancer","year":2009,"lang":"en","type":"review","venue":"Nature Reviews Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Prostate cancer; Risk stratification; Stratification (seeds); Oncology; Disease; Risk assessment; Internal medicine; Prostate; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001389107,0.001073021,0.003099223,0.001956814,0.000186872,0.0007531903,0.0009604768,0.0009969728,0.002865732],"category_scores_gemma":[0.003551944,0.0003408442,0.001205176,0.001592109,0.0003855912,0.0009040297,0.0007701108,0.001809981,0.0008500002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000737287,"about_ca_system_score_gemma":0.001555661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002128771,"about_ca_topic_score_gemma":0.004377286,"domain_scores_codex":[0.9993905,0.0001559403,0.0001121328,0.00009182972,0.0002104727,0.00003910982],"domain_scores_gemma":[0.9986697,0.0008152583,0.0002113357,0.00003141674,0.0002269596,0.00004531623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001046779,0.00004076862,0.0005513496,0.0145031,0.0003616589,0.0000699998,0.00001779268,0.000307307,0.0002357544,0.0009037511,0.02091742,0.9619864],"study_design_scores_gemma":[0.000409479,0.0006652122,0.01517953,0.03606334,0.004402243,0.003086621,0.0001255375,0.0008693735,0.0009507951,0.00725886,0.9308659,0.0001231126],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001164341,0.998646,0.0001512033,0.000496326,0.0002266229,0.000005188201,0.00002432029,0.000007877808,0.0003261173],"genre_scores_gemma":[0.001555422,0.9966148,0.0004396349,0.0006290097,0.0004401503,0.00000711337,0.00005493299,0.000002010247,0.0002570615],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003099223,"threshold_uncertainty_score":0.009586811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03698736182232596,"score_gpt":0.3962301895891568,"score_spread":0.3592428277668309,"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."}}