{"id":"W2909320605","doi":"10.1097/ju.0000000000000031","title":"Active Surveillance of Prostate Cancer is a Viable Option for Men Younger than 60 Years","year":2019,"lang":"en","type":"article","venue":"The Journal of Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Prostate cancer; Prostate; Gynecology; Oncology; Cancer; Internal medicine","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":[0.000499605,0.0001221551,0.0003518592,0.0003925021,0.0003001201,0.0004015579,0.0002015886,0.0002472815,0.002886391],"category_scores_gemma":[0.001777343,0.00008144955,0.000299106,0.0003602387,0.000195917,0.0004053962,0.0003741773,0.0002757596,0.0003796038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001536596,"about_ca_system_score_gemma":0.0003998337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007602955,"about_ca_topic_score_gemma":0.002588809,"domain_scores_codex":[0.9998094,0.00004185311,0.00001516834,0.00003319551,0.00006272131,0.00003769362],"domain_scores_gemma":[0.998975,0.0001466429,0.0005766422,0.0000465997,0.00005808294,0.0001969748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002806742,0.00009931656,0.9365507,0.0001330432,0.00006341818,0.0003134335,0.00009091922,0.00008134967,0.001337862,0.0001277492,0.00153393,0.05938764],"study_design_scores_gemma":[0.0000266026,0.000480897,0.9889327,0.0001611767,0.00007713722,0.002083723,0.0001551293,0.0001472666,0.000385108,0.0002321512,0.007311129,0.000006849132],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833023,0.01061215,0.0005559974,0.0007655993,0.0000659731,0.00002205027,0.0005813778,0.00002979517,0.004064764],"genre_scores_gemma":[0.9954046,0.00288521,0.0002441069,0.0002393713,0.0001801802,0.000008624021,0.0005883602,0.000002725709,0.0004469047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002886391,"threshold_uncertainty_score":0.009655893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01276130861060289,"score_gpt":0.2857738800273488,"score_spread":0.2730125714167459,"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."}}