{"id":"W3093229010","doi":"10.48083/yvnw6070","title":"Personalized Medicine in Urologic Oncology","year":2020,"lang":"en","type":"article","venue":"Société Internationale d’Urologie Journal","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Work (physics); Internal medicine; Oncology; Family medicine; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.007774502,0.0005906702,0.001330421,0.00208078,0.0009283654,0.004886674,0.0009973376,0.002908801,0.007166737],"category_scores_gemma":[0.01606126,0.0003035302,0.0009292433,0.001897645,0.002072314,0.003873728,0.003307679,0.006849364,0.002025986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002273987,"about_ca_system_score_gemma":0.003086317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001281868,"about_ca_topic_score_gemma":0.002574643,"domain_scores_codex":[0.995209,0.002923322,0.0002996582,0.0004224512,0.0009729549,0.0001726122],"domain_scores_gemma":[0.9876231,0.009014312,0.0006726578,0.0007024168,0.001341204,0.0006462745],"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":[0.000084085,0.00006637894,0.002346127,0.003619541,0.0003640264,0.0002431509,0.0006383509,0.000870496,0.0007513314,0.06350081,0.2742566,0.6532592],"study_design_scores_gemma":[0.00003215711,0.00009441507,0.002477662,0.003076484,0.0001385776,0.000882361,0.0003335247,0.0006410497,0.0003956955,0.1137807,0.8780838,0.00006370065],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001706174,0.681749,0.01503882,0.2664453,0.01291489,0.00008223508,0.0006689596,0.0004502653,0.02094435],"genre_scores_gemma":[0.04636601,0.7776993,0.02478152,0.1069664,0.03371617,0.0002380311,0.001142607,0.0001562768,0.008933762],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007774502,"threshold_uncertainty_score":0.041116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09660334841828305,"score_gpt":0.3896309787333357,"score_spread":0.2930276303150526,"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."}}