{"id":"W2891104247","doi":"10.1016/j.clgc.2018.09.008","title":"Development of a Prediction Tool for Exclusive Locoregional Recurrence After Radical Cystectomy in Patients With Muscle-Invasive Bladder Cancer","year":2018,"lang":"en","type":"article","venue":"Clinical Genitourinary Cancer","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network; McMaster University","funders":"National Cancer Institute","keywords":"Medicine; Cystectomy; Nomogram; Bladder cancer; Proportional hazards model; Retrospective cohort study; Concordance; Perioperative; Lymph node; Cumulative incidence; Stage (stratigraphy); Confidence interval; Cancer; Hazard ratio; Urology; Internal medicine; Oncology; Cohort; Surgery","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":[0.002493394,0.00083355,0.0009663145,0.003016243,0.0006812838,0.001779817,0.000915958,0.001031324,0.001373352],"category_scores_gemma":[0.009295282,0.0003674583,0.001179073,0.001501222,0.0003503708,0.001392163,0.001002368,0.001048182,0.0003460902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005457259,"about_ca_system_score_gemma":0.001203466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002474486,"about_ca_topic_score_gemma":0.004905443,"domain_scores_codex":[0.9989522,0.0003346872,0.0001681373,0.0001527433,0.0002161936,0.0001761528],"domain_scores_gemma":[0.9958845,0.002068981,0.0007312354,0.0001358391,0.0007938621,0.0003856101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002175972,0.0001215319,0.9900913,0.00002269526,0.0001053309,0.00005444959,0.00005032494,0.0003803798,0.0001225761,0.00006513854,0.0004508211,0.008317851],"study_design_scores_gemma":[0.00009353051,0.0006122381,0.9608058,0.00008956633,0.0007979276,0.0005174674,0.0006375323,0.03288233,0.0008694932,0.0006262634,0.002018031,0.00004983667],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935855,0.000674715,0.002523369,0.0004150029,0.0001503304,0.0001031224,0.0008157362,0.00006131702,0.001670932],"genre_scores_gemma":[0.9958794,0.0001849863,0.00238128,0.00006565658,0.00008095676,0.00007169561,0.0009350723,0.000007367841,0.0003935598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003016243,"threshold_uncertainty_score":0.01318651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03668717770792943,"score_gpt":0.3472813592159894,"score_spread":0.31059418150806,"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."}}