{"id":"W2115616445","doi":"10.1016/j.hoc.2014.10.013","title":"Diagnosis and Staging of Bladder Cancer","year":2014,"lang":"en","type":"review","venue":"Hematology/Oncology Clinics of North America","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":86,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Overdiagnosis; Medicine; Natural history; Bladder cancer; Disease; Cancer; Incidence (geometry); Carcinoma in situ; Internal medicine; Oncology; Urology","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":[0.001037,0.0007362896,0.001775037,0.003269205,0.0002316405,0.001037535,0.001342553,0.000743333,0.002190282],"category_scores_gemma":[0.00218983,0.0004025848,0.001113283,0.002679954,0.0005563187,0.0009983068,0.0006349594,0.001111046,0.0005900203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007658605,"about_ca_system_score_gemma":0.001818255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005118637,"about_ca_topic_score_gemma":0.01148794,"domain_scores_codex":[0.9995767,0.00009950264,0.00008601568,0.00007396623,0.0001303731,0.00003344498],"domain_scores_gemma":[0.9992437,0.0003557041,0.0001838114,0.00001715524,0.0001660907,0.00003353878],"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":[0.00006974152,0.00003969574,0.002266655,0.029316,0.0002858279,0.000180704,0.00005929467,0.0003446245,0.0003802454,0.0009105161,0.02721441,0.9389323],"study_design_scores_gemma":[0.00009181046,0.0002431074,0.01825158,0.04936483,0.00242256,0.00453568,0.000307512,0.0004996146,0.0005896986,0.0022473,0.9213572,0.00008909538],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009846308,0.9992216,0.00005746134,0.0001430204,0.0001021563,0.00000391358,0.0000236206,0.000002753054,0.0003470282],"genre_scores_gemma":[0.001564614,0.9976075,0.000190324,0.0002194907,0.0001665689,0.000004131286,0.00006744602,8.278495e-7,0.0001790035],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005118637,"threshold_uncertainty_score":0.01017767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06517071868304054,"score_gpt":0.4275711364986,"score_spread":0.3624004178155595,"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."}}