{"id":"W2611625034","doi":"10.1016/j.urolonc.2013.03.011","title":"Commentary on “Surveillance guidelines based on recurrence patterns after radical cystectomy for bladder cancer: the Canadian Bladder Cancer Network experience.” Yafi FA, Aprikian AG, Fradet Y, Chin JL, Izawa J, Rendon R, Estey E, Fairey A, Cagiannos I, Lacombe L, Lattouf JB, Bell D, Saad F, Drachenberg D, Kassouf W. Department of Surgery (Urology), McGill University, Quebec, Canada","year":2013,"lang":"en","type":"letter","venue":"Urologic Oncology Seminars and Original Investigations","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Cystectomy; Medicine; Bladder cancer; Dissection (medical); Lymph node; Cancer; Urinary diversion; Disease; Cohort; Regimen; Urology; Surgery; General surgery; Oncology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006364007,0.001115547,0.001935545,0.001606078,0.004508136,0.002844492,0.003628516,0.05048148,0.006194907],"category_scores_gemma":[0.04335433,0.001144199,0.002084703,0.002264558,0.002805343,0.00378703,0.001407663,0.0347743,0.006324057],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01249048,"about_ca_system_score_gemma":0.01368134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07400717,"about_ca_topic_score_gemma":0.08880416,"domain_scores_codex":[0.992828,0.002088614,0.001170154,0.0007666511,0.002277669,0.0008689391],"domain_scores_gemma":[0.9794345,0.009604285,0.001565478,0.0003511291,0.006525361,0.002519217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002808435,0.000008265018,0.0002905173,0.00002403087,0.000006161047,0.0002695449,0.0000559049,0.00002613048,0.00002969962,0.0002481079,0.9973116,0.001701929],"study_design_scores_gemma":[0.000196626,0.00006146162,0.00370608,0.0008304167,0.0000770337,0.001695951,0.0005506057,0.00054526,0.0002976786,0.002703038,0.9891825,0.0001533198],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002009562,0.0005713031,0.00004240901,0.982788,0.01524192,0.00001425552,0.0001627711,0.0000237221,0.0009546723],"genre_scores_gemma":[0.001424121,0.000436238,0.00008937826,0.9754077,0.02082547,0.00003660378,0.0000821377,0.00001760929,0.00168083],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9875095,"threshold_uncertainty_score":0.1471528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0368804966081888,"score_gpt":0.2948694637530366,"score_spread":0.2579889671448478,"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."}}