{"id":"W4416415322","doi":"10.1016/j.ucl.2025.09.009","title":"Active Surveillance for Prostate Cancer","year":2025,"lang":"en","type":"article","venue":"Urologic Clinics of North America","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Prostate cancer; Management of prostate cancer; Watchful waiting; Prostate; Prostate-specific antigen; Disease monitoring; Intervention (counseling)","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":[0.0009436934,0.0002399368,0.0004255013,0.001360572,0.0005166208,0.000610313,0.0005367041,0.0004393018,0.008289748],"category_scores_gemma":[0.002470078,0.00009691891,0.0004184092,0.001044891,0.0002445189,0.0005382347,0.0006431129,0.0008360365,0.001791602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004643153,"about_ca_system_score_gemma":0.00101546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002738924,"about_ca_topic_score_gemma":0.004112252,"domain_scores_codex":[0.9992338,0.0001980472,0.00004821667,0.0001164374,0.000314506,0.00008898469],"domain_scores_gemma":[0.9988338,0.0002003908,0.0002287696,0.000101065,0.0003443454,0.0002915986],"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":[0.0004375284,0.0003143282,0.1027788,0.001330728,0.0002462804,0.0005036123,0.0001944166,0.0002708852,0.002214479,0.00413258,0.08823116,0.7993453],"study_design_scores_gemma":[0.0001935891,0.002086897,0.261457,0.002989236,0.0005166114,0.01281465,0.0002843047,0.001127735,0.004183762,0.006098258,0.7081456,0.0001024767],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1852836,0.3923891,0.03960808,0.01983357,0.005832294,0.002117489,0.0172937,0.001951947,0.3356903],"genre_scores_gemma":[0.7393709,0.1476672,0.02154448,0.013504,0.005430993,0.0009589595,0.01918761,0.0002090861,0.0521268],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008289748,"threshold_uncertainty_score":0.02773201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02246848395185847,"score_gpt":0.3430802417160121,"score_spread":0.3206117577641537,"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."}}