{"id":"W2905011711","doi":"10.1016/j.ajur.2018.12.003","title":"Contemporary approach to active surveillance for favorable risk prostate cancer","year":2018,"lang":"en","type":"review","venue":"Asian journal of urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Health Sciences Centre; University of Toronto","funders":"","keywords":"Medicine; Prostate cancer; Watchful waiting; Prostate-specific antigen; Prostate; Magnetic resonance imaging; Informed consent; Cancer; Gynecology; Internal medicine; Alternative medicine; Radiology; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0009088819,0.0006091633,0.0009692716,0.002803391,0.0003130307,0.001140523,0.001087024,0.001086281,0.002676644],"category_scores_gemma":[0.001670823,0.0002637785,0.0006732293,0.001965444,0.0007028493,0.001412241,0.0007184559,0.002083478,0.001097685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009789887,"about_ca_system_score_gemma":0.001592181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00218732,"about_ca_topic_score_gemma":0.003657195,"domain_scores_codex":[0.9996305,0.00007382207,0.00007508435,0.00007364235,0.0001247491,0.00002220122],"domain_scores_gemma":[0.9993953,0.0003185408,0.00009281564,0.00001571225,0.0001425047,0.00003518352],"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":[0.00004724703,0.00004713371,0.0004040053,0.02050894,0.000107605,0.0001896417,0.0001191205,0.0003196353,0.0003458564,0.00453756,0.02840951,0.9449638],"study_design_scores_gemma":[0.00002303277,0.00009437977,0.002065792,0.01605908,0.0001897889,0.00379759,0.0001606963,0.0001418076,0.000214164,0.003411551,0.9738158,0.00002637888],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007758377,0.9987144,0.00008702272,0.0003979641,0.0001242671,0.000003222822,0.000009065433,0.000003987784,0.0005825107],"genre_scores_gemma":[0.0007361373,0.9983084,0.0001656201,0.0003847241,0.0002022182,0.000005321769,0.00001939262,0.000001257824,0.000176961],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002803391,"threshold_uncertainty_score":0.008954227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05907152011007909,"score_gpt":0.3547463783179495,"score_spread":0.2956748582078704,"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."}}